{
  "schemaVersion": 1,
  "reviewedAt": "2026-11-04",
  "coverage": "Curated snapshot, not an exhaustive inventory. Fit mappings are editorial. Unknown values are explicit. evidenceLevel states how far each record was checked.",
  "tools": [
    {
      "slug": "1031-help",
      "name": "1031.help",
      "vendor": "Not verified",
      "category": "Tax & accounting",
      "description": "1031 exchange 45/180-day deadlines, sale vs. exchange tax and boot, DST Form D filings.",
      "url": "https://1031.help/",
      "pricingUrl": "https://1031.help/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "1031 exchange 45/180-day deadlines",
        "Sale vs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Tax and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (help.1031/1031-help). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://1031.help/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=help.1031/1031-help",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "1099policy",
      "name": "1099Policy",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Verify, quote and track contractor insurance in your 1099Policy account.",
      "url": "https://www.1099policy.com/",
      "pricingUrl": "https://www.1099policy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Verify, quote and track contractor insurance in your 1099Policy account",
        "Freelance operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "insurance-actuarial"
      ],
      "sectors": [
        "insurance-actuarial"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.1099policy/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.1099policy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.1099policy/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "3d-valley",
      "name": "3D Valley",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "CC0 3D models, PBR textures and HDRIs searched by meaning and size.",
      "url": "https://3dvalley.com/",
      "pricingUrl": "https://3dvalley.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CC0 3D models",
        "PBR textures",
        "HDRIs searched by meaning",
        "Size"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "game-development"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.3dvalley/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://3dvalley.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.3dvalley/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "3dstudio-co-ai-render-studio",
      "name": "3Dstudio.co AI Render Studio",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn a 3D model screenshot into a photoreal architectural render; change, relight, list renders.",
      "url": "https://3dstudio.co/",
      "pricingUrl": "https://3dstudio.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Change",
        "Relight",
        "List renders"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.3dstudio.app/ai-render). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://3dstudio.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.3dstudio.app/ai-render",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "7be",
      "name": "7BE",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "How ChatGPT, Gemini and Google AI Mode see online stores; stores AI recommends; 7BE facts.",
      "url": "https://7be.io/",
      "pricingUrl": "https://7be.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "How ChatGPT",
        "Gemini",
        "Google AI Mode see online stores",
        "Stores AI recommends"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.7be/7be). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://7be.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.7be/7be",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "7shifts",
      "name": "7shifts",
      "vendor": "7shifts",
      "category": "Restaurant staffing",
      "description": "Staff scheduling and team management for restaurants.",
      "url": "https://www.7shifts.com/",
      "pricingUrl": "https://www.7shifts.com/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Shift scheduling",
        "Labour forecasts",
        "Team messaging"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant managers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.7shifts.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "990-tax-form-990-n-filing",
      "name": "990.tax Form 990-N filing",
      "vendor": "Not verified",
      "category": "Tax & accounting",
      "description": "Prepare a Form 990-N from IRS records, check it, review and pay on 990.tax, track IRS acceptance.",
      "url": "https://990.tax/",
      "pricingUrl": "https://990.tax/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prepare a Form 990-N from IRS records",
        "Check it",
        "Review",
        "Pay on 990.tax"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Tax and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tax.990/990n-filing). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://990.tax/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tax.990/990n-filing",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "99tests",
      "name": "99tests",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Order human-run real-device app tests from your coding agent; verified bugs return as fix prompts.",
      "url": "https://99tests.com/",
      "pricingUrl": "https://99tests.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.99tests/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://99tests.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.99tests/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "a-b-simulate-by-jacquard",
      "name": "A/B Simulate by Jacquard",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Simulates an A/B test between 2 to 20 drafts of marketing copy and predicts the winner.",
      "url": "https://absimulate.jacquard.com/",
      "pricingUrl": "https://absimulate.jacquard.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "write-and-edit"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.jacquard.absimulate/ab-simulate). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://absimulate.jacquard.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.jacquard.absimulate/ab-simulate",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aalto",
      "name": "Aalto",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "FF&E product library for interior designers. Connect Claude, ChatGPT and Cursor.",
      "url": "https://aalto.app/",
      "pricingUrl": "https://aalto.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Architecture & BIM",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.aalto/aalto). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aalto.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.aalto/aalto",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aarven",
      "name": "Aarven",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Swiss accounting (CHF, VAT/MWST): balance sheet, P&L, VAT returns and draft bookings.",
      "url": "https://aarven.ch/",
      "pricingUrl": "https://aarven.ch/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Balance sheet",
        "P&L",
        "VAT returns",
        "Draft bookings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ch.aarven/aarven). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aarven.ch/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ch.aarven/aarven",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "abn-expert",
      "name": "ABN Expert",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search Australian businesses and look up ABN and GST records from the Australian Business Register.",
      "url": "https://mcp.abn.expert/",
      "pricingUrl": "https://mcp.abn.expert/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search Australian businesses",
        "Look up ABN"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (expert.abn.mcp/abn-gst). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcp.abn.expert/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=expert.abn.mcp/abn-gst",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "abridge",
      "name": "Abridge",
      "vendor": "Abridge",
      "category": "Clinical documentation",
      "description": "Turn clinical conversations into draft notes with source-linked evidence and integration into health-system documentation workflows.",
      "url": "https://www.abridge.com/product",
      "pricingUrl": "https://www.abridge.com/contact",
      "pricingModel": "Contact sales",
      "pricingSummary": "Contact the vendor for current commercial terms; no public amount verified.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "No free plan verified.",
      "features": [
        "Clinical note drafts",
        "Source-linked evidence",
        "EHR documentation workflows",
        "Multilingual conversation support"
      ],
      "integrations": [
        "Epic Haiku",
        "Epic Hyperspace"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "clinical-documentation"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Clinicians and health systems implementing ambient clinical documentation.",
      "limitations": [
        "Clinicians must review and correct notes before signing.",
        "Requires approved healthcare deployment and appropriate recording consent."
      ],
      "dataConsiderations": "The vendor describes US-based cloud processing and encryption in transit and at rest. Confirm the health system's data agreement and recording policies.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.abridge.com/product",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.abridge.com/contact",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Clinical documentation assistance is not a diagnosis claim. The contact page provides the commercial inquiry path; no public enterprise price was verified.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "acquisition-gov",
      "name": "Acquisition.gov",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Acquisition.gov FAR Overhaul model parts, agency deviations, PDFs, and guidance. 5 tools.",
      "url": "https://1102tools.com/",
      "pricingUrl": "https://1102tools.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Acquisition.gov FAR Overhaul model parts",
        "Agency deviations",
        "PDFs",
        "And guidance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research",
        "regulatory-affairs"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.1102tools/acquisition-gov-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://1102tools.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.1102tools/acquisition-gov-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "acrium",
      "name": "Acrium",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Post to social media, run Google Ads, manage Shopify, inventory and phone calls from your AI.",
      "url": "https://acriumautomated.com/",
      "pricingUrl": "https://acriumautomated.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Post to social media",
        "Run Google Ads",
        "Manage Shopify",
        "Inventory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "automate-workflows"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.acriumautomated/acrium). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://acriumautomated.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.acriumautomated/acrium",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "adloop",
      "name": "AdLoop",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Google Ads MCP server with Reddit Ads, GA4 and Tag Manager. Every change is previewed first.",
      "url": "https://getadloop.com/",
      "pricingUrl": "https://getadloop.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google Ads MCP server with Reddit Ads",
        "GA4",
        "Tag Manager"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getadloop/adloop). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getadloop.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getadloop/adloop",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "adobe-firefly",
      "name": "Adobe Firefly",
      "vendor": "Adobe",
      "category": "Generative design",
      "description": "Generates and edits images, video, and audio, with creative controls and links to Adobe's design applications.",
      "url": "https://www.adobe.com/products/firefly.html",
      "pricingUrl": "https://www.adobe.com/products/firefly/plans.html",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free access plus Standard, Pro, Pro Plus, and Premium subscriptions. The reviewed page returned Malaysian prices; USD starting price is unverified.",
      "startingPrice": null,
      "currency": null,
      "billing": "monthly",
      "freePlan": "Limited daily generations according to the reviewed official plan FAQ.",
      "features": [
        "Text-to-image generation",
        "AI photo editing",
        "Generative video",
        "Style references",
        "Mood board creation"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "create-visuals",
        "create-video-audio"
      ],
      "bestFor": "Designers and content teams developing visual concepts and media assets.",
      "limitations": [
        "Premium generation consumes plan credits.",
        "Model availability and licensing terms vary by feature and plan."
      ],
      "verificationNotes": "Product and pricing pages opened. Localized MYR pricing was not converted to USD; no unsupported integration claim added.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.adobe.com/products/firefly.html",
          "label": "Adobe Firefly official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.adobe.com/products/firefly/plans.html",
          "label": "Adobe Firefly official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "adobe-lightroom",
      "name": "Adobe Lightroom",
      "vendor": "Adobe",
      "category": "Photo editing",
      "description": "Photo organising and editing with AI masking, denoise and distraction removal.",
      "url": "https://www.adobe.com/products/photoshop-lightroom.html",
      "pricingUrl": "https://www.adobe.com/products/photoshop-lightroom.html",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI masking",
        "Denoise",
        "Distraction removal"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "freelance-creator-economy",
        "media-publishing"
      ],
      "bestFor": "Photographers editing large shoots.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.adobe.com/products/photoshop-lightroom.html",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "adobe-photoshop",
      "name": "Adobe Photoshop",
      "vendor": "Adobe",
      "category": "Photo editing",
      "description": "Image editor with generative fill and AI selection tools.",
      "url": "https://www.adobe.com/products/photoshop.html",
      "pricingUrl": "https://www.adobe.com/products/photoshop.html",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generative fill",
        "AI selection",
        "Layer editing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos",
        "create-visuals"
      ],
      "sectors": [
        "freelance-creator-economy",
        "marketing-advertising",
        "arts-culture-entertainment"
      ],
      "bestFor": "Retouchers and designers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.adobe.com/products/photoshop.html",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "adrails",
      "name": "Adrails",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI agent that runs Meta Ads and Google Ads for Shopify stores, with store revenue next to ad spend.",
      "url": "https://adrails.ai/",
      "pricingUrl": "https://adrails.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI agent that runs Meta Ads",
        "Google Ads for Shopify stores",
        "Store revenue next to ad spend"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.adrails/adrails). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://adrails.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.adrails/adrails",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ads-uploader",
      "name": "Ads Uploader",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Meta ads bulk launcher: upload creatives, edit builds, preview, and create ads.",
      "url": "https://adsuploader.com/",
      "pricingUrl": "https://adsuploader.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Upload creatives",
        "Edit builds",
        "Preview",
        "And create ads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.adsuploader/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://adsuploader.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.adsuploader/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "adseezy",
      "name": "Adseezy",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Video ads, UGC creator ads and ad hooks for your own products, with OAuth sign-in.",
      "url": "https://adseezy.com/",
      "pricingUrl": "https://adseezy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video ads",
        "UGC creator ads",
        "Ad hooks for your own products",
        "OAuth sign-in"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.adseezy/adseezy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://adseezy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.adseezy/adseezy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "adspy",
      "name": "Adspy",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Ad research for AI assistants: public Meta and Google ads, and TikTok, YouTube and Instagram posts.",
      "url": "https://www.adspy.sh/",
      "pricingUrl": "https://www.adspy.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Public Meta",
        "Google ads",
        "And TikTok",
        "YouTube"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.adspy/adspy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.adspy.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.adspy/adspy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "advertiserleads",
      "name": "AdvertiserLeads",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Ecommerce brands that just started, scaled or stopped Meta ads, with store platform and pixels.",
      "url": "https://advertiserleads.com/",
      "pricingUrl": "https://advertiserleads.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ecommerce brands that just started",
        "Scaled or stopped Meta ads",
        "Store platform",
        "Pixels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.advertiserleads/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://advertiserleads.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.advertiserleads/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aeo-auditor",
      "name": "AEO Auditor",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Live AEO, GEO, JSON-LD Schema, robots.txt AI crawler, and Agent Readiness diagnostic auditor.",
      "url": "https://aeoauditing.com/",
      "pricingUrl": "https://aeoauditing.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live AEO",
        "GEO",
        "JSON-LD Schema",
        "Robots.txt AI crawler"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aeoauditing/aeo-auditor-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aeoauditing.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aeoauditing/aeo-auditor-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aeo-backlink",
      "name": "AEO Backlink",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Find brand mentions, link prospects and competitor link sources, and draft outreach. Read-only.",
      "url": "https://aeo.advancelabs.dev/",
      "pricingUrl": "https://aeo.advancelabs.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find brand mentions",
        "Link prospects",
        "Competitor link sources",
        "And draft outreach"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.advancelabs/aeo-backlink). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aeo.advancelabs.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.advancelabs/aeo-backlink",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "affitor",
      "name": "Affitor",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Affiliate programs in AI tools: read partners, commissions and payouts; track clicks and sales.",
      "url": "https://affitor.com/",
      "pricingUrl": "https://affitor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read partners",
        "Commissions",
        "Payouts",
        "Track clicks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.affitor/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://affitor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.affitor/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "afresh",
      "name": "Afresh",
      "vendor": "Afresh",
      "category": "Fresh food planning",
      "description": "AI forecasting and ordering for fresh departments in grocery.",
      "url": "https://www.afresh.com/",
      "pricingUrl": "https://www.afresh.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fresh forecasting",
        "Store ordering",
        "Waste reduction"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain",
        "retail-operations"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "retail-ecommerce"
      ],
      "bestFor": "Grocery retailers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.afresh.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "aftershoot",
      "name": "Aftershoot",
      "vendor": "Aftershoot",
      "category": "Photo culling",
      "description": "AI culling and editing that learns a photographer's style.",
      "url": "https://aftershoot.com/",
      "pricingUrl": "https://account.aftershoot.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Automatic culling",
        "Style profiles",
        "Local processing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Wedding and event photographers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://aftershoot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "agent-mailbox-by-ridian",
      "name": "Agent Mailbox by Ridian",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Email inboxes for AI agents at ridianmail.com: read, draft, send, attachments. EU-hosted.",
      "url": "https://getridian.com/",
      "pricingUrl": "https://getridian.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Draft",
        "Send",
        "Attachments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getridian/agent-mailbox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getridian.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getridian/agent-mailbox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "agent-ready-website-audit",
      "name": "Agent Ready Website Audit",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "SEO and AI search audit for any website: technical SEO, schema, AI crawler access and llms.txt.",
      "url": "https://workpods.ai/",
      "pricingUrl": "https://workpods.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Technical SEO",
        "Schema",
        "AI crawler access",
        "Llms.txt"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.workpods/agent-ready-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://workpods.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.workpods/agent-ready-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "agentdataapi",
      "name": "AgentDataAPI",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Power prices and grid carbon, environmental sensors, weather alerts and forecasts, news signals.",
      "url": "https://agentdataapi.com/",
      "pricingUrl": "https://agentdataapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Power prices",
        "Grid carbon",
        "Environmental sensors",
        "Weather alerts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "climate-sustainability"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.agentdataapi/agentdata). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agentdataapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.agentdataapi/agentdata",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "agentlinkops",
      "name": "AgentLinkOps",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Backlink monitoring with dated fetch evidence; checks and change events continue after the chat.",
      "url": "https://agentlinkops.com/",
      "pricingUrl": "https://agentlinkops.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Backlink monitoring with dated fetch evidence",
        "Checks",
        "Change events continue after the chat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.agentlinkops/agentlinkops). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agentlinkops.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.agentlinkops/agentlinkops",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "agentreader",
      "name": "AgentReader",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "AgentReader (agentreader.xyz): web pages, PDFs, JSON, CSV and text as Markdown.",
      "url": "https://agentreader.xyz/",
      "pricingUrl": "https://agentreader.xyz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web pages",
        "PDFs",
        "JSON",
        "CSV"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (xyz.agentreader/agentreader). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agentreader.xyz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=xyz.agentreader/agentreader",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "agents2-me",
      "name": "agents2.me",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "WhatsApp/Instagram inbox, CRM, campaigns and workflows for AI agents. no per-seat fees.",
      "url": "https://agents2.me/",
      "pricingUrl": "https://agents2.me/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "WhatsApp/Instagram inbox",
        "CRM",
        "Campaigns",
        "Workflows for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (me.agents2/agents2me). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agents2.me/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=me.agents2/agents2me",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "agentscraper-api",
      "name": "AgentScraper API",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Fetch public web pages live and get clean Markdown, text or HTML.",
      "url": "https://agentscraper.cc/",
      "pricingUrl": "https://agentscraper.cc/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fetch public web pages live",
        "Get clean Markdown",
        "Text or HTML"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cc.agentscraper/agentscraper). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agentscraper.cc/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cc.agentscraper/agentscraper",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "agentx",
      "name": "AgentX",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Cloud console for a fleet of AI coding agents running on your own machines. OAuth.",
      "url": "https://www.agentxhq.com/",
      "pricingUrl": "https://www.agentxhq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.agentxhq/agentx). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.agentxhq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.agentxhq/agentx",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aggregate",
      "name": "Aggregate",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Finance MCP server for your banks, cards, books and payroll. Records money, never moves it.",
      "url": "https://aggregate.finance/",
      "pricingUrl": "https://aggregate.finance/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Finance MCP server for your banks",
        "Cards",
        "Books",
        "Payroll"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (finance.aggregate/aggregate). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aggregate.finance/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=finance.aggregate/aggregate",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "agingresearch-news",
      "name": "AgingResearch.News",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Search every new aging paper, judged on evidence, plus trials, grants, drug pipelines and news.",
      "url": "https://agingresearch.news/",
      "pricingUrl": "https://agingresearch.news/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search every new aging paper",
        "Judged on evidence",
        "Trials",
        "Grants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "clinical-trials"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (news.agingresearch/agingresearch-news). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agingresearch.news/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=news.agingresearch/agingresearch-news",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ahel",
      "name": "Ahel",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Data and tools for your AI agent: company, people, SEO, social and EU register data.",
      "url": "https://ahel.ai/",
      "pricingUrl": "https://ahel.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Company",
        "People",
        "SEO",
        "Social"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ahel/ahel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ahel.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ahel/ahel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ahrefs",
      "name": "Ahrefs",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Official Ahrefs MCP server. Access SEO data, including backlinks, keywords, and competitor research.",
      "url": "https://ahrefs.com/",
      "pricingUrl": "https://ahrefs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ahrefs/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ahrefs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ahrefs/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ai-deprecations",
      "name": "AI Deprecations",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "AI model shutdown dates, replacements, change feed and webhook alerts for 8 providers.",
      "url": "https://aideprecations.com/",
      "pricingUrl": "https://aideprecations.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI model shutdown dates",
        "Replacements",
        "Change feed",
        "Webhook alerts for 8 providers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aideprecations/ai-deprecations). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aideprecations.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aideprecations/ai-deprecations",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ai-seo-crew",
      "name": "AI SEO Crew",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI agents that research, write and publish SEO articles on your website, from your AI assistant.",
      "url": "https://www.aiseocrew.com/",
      "pricingUrl": "https://www.aiseocrew.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI agents that research",
        "Write",
        "Publish SEO articles on your website",
        "From your AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "write-and-edit"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aiseocrew.www/ai-seo-crew). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.aiseocrew.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aiseocrew.www/ai-seo-crew",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ai-seo-tracker",
      "name": "AI SEO Tracker",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track brand visibility, citations, prompts & missing sources across ChatGPT, Perplexity, Gemini.",
      "url": "https://aiseotracker.com/",
      "pricingUrl": "https://aiseotracker.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track brand visibility",
        "Citations",
        "Prompts & missing sources across ChatGPT",
        "Perplexity"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aiseotracker/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aiseotracker.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aiseotracker/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ai-use-policy-draft",
      "name": "AI Use Policy Draft",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Drafts a short AI use policy for a small business from eight questions. answers not stored.",
      "url": "https://igdigi.com/",
      "pricingUrl": "https://igdigi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk & compliance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.igdigi/ai-use-policy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://igdigi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.igdigi/ai-use-policy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ai-web-maker",
      "name": "AI Web Maker",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Generates a hosted business website from a short description, with an AI chatbot, blog automation and lead capture.",
      "url": "https://aiwebmaker.co/",
      "pricingUrl": "https://aiwebmaker.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Website generation",
        "Hosting",
        "AI chatbot",
        "Lead capture"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aiwebmaker.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/ai-web-maker",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ai2sql",
      "name": "AI2SQL",
      "vendor": "AI2SQL",
      "category": "Text to SQL",
      "description": "Generates SQL from natural language for common databases.",
      "url": "https://ai2sql.io/",
      "pricingUrl": "https://ai2sql.io/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Start is $9, Pro is $19 and Team is $39 a month, with 25% off annually. A $29 one-time lifetime option has a query limit.",
      "startingPrice": 9,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. Every plan starts with a 7-day free trial.",
      "features": [
        "Text to SQL",
        "Query formatting",
        "Query explanation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Non-specialists drafting first versions of queries.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://ai2sql.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://ai2sql.io/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "aicommander",
      "name": "Aicommander",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Remote shell and detached long-running jobs on your own machines no SSH, open ports or VPN.",
      "url": "https://aicommander.dev/",
      "pricingUrl": "https://aicommander.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Remote shell",
        "Open ports or VPN"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.aicommander/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aicommander.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.aicommander/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aicut",
      "name": "aicut",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Generate AI videos, images, audio and staged AI Video Story episodes, and publish them to social.",
      "url": "https://www.aicut.pro/",
      "pricingUrl": "https://www.aicut.pro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate AI videos",
        "Images",
        "Audio",
        "Staged AI Video Story episodes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pro.aicut/aicut). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.aicut.pro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pro.aicut/aicut",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aide",
      "name": "Aide",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "AI customer service: set up an AI support agent, search knowledge, look up orders, answer customers.",
      "url": "https://aide.app/",
      "pricingUrl": "https://aide.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Set up an AI support agent",
        "Search knowledge",
        "Look up orders",
        "Answer customers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.aide/aide). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aide.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.aide/aide",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aidenix",
      "name": "Aidenix",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "B2B people and company data: search, your own list, team tools, email checks, lead fit and drafts.",
      "url": "https://aidenix.com/",
      "pricingUrl": "https://aidenix.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Your own list",
        "Team tools",
        "Email checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aidenix/aidenix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aidenix.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aidenix/aidenix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "aidoc",
      "name": "Aidoc",
      "vendor": "Aidoc",
      "category": "Medical imaging",
      "description": "Clinical AI platform that flags findings in radiology imaging and coordinates care.",
      "url": "https://www.aidoc.com/",
      "pricingUrl": "https://www.aidoc.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Imaging triage",
        "Care coordination",
        "Algorithm platform"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "medical-imaging"
      ],
      "sectors": [
        "healthcare-social-care",
        "medical-devices-diagnostics"
      ],
      "bestFor": "Radiology departments and hospital networks.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.aidoc.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "aigrow",
      "name": "AIGROW",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Does AI recommend a business? The AI visibility scan, the AI Visibility Index and its Score.",
      "url": "https://aigrow.gg/",
      "pricingUrl": "https://aigrow.gg/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (gg.aigrow/ai-visibility). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aigrow.gg/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=gg.aigrow/ai-visibility",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aimogen-pro",
      "name": "Aimogen Pro",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage your WordPress site from your AI assistant: posts, pages, media, comments and WooCommerce.",
      "url": "https://coderevolution.ro/",
      "pricingUrl": "https://coderevolution.ro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Posts",
        "Pages",
        "Media",
        "Comments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "write-and-edit"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ro.coderevolution/aimogen-pro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://coderevolution.ro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ro.coderevolution/aimogen-pro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ainecto",
      "name": "AiNecto",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared project memory for people and AI agents: documents, ERD, diagrams, boards, design mockups.",
      "url": "https://ainecto.com/",
      "pricingUrl": "https://ainecto.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Documents",
        "ERD",
        "Diagrams",
        "Boards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge",
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ainecto/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ainecto.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ainecto/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ainsof",
      "name": "AINSOF",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Human-made production music for sync. Search by brief or reference, preview, and score to picture.",
      "url": "https://ainsof.io/",
      "pricingUrl": "https://ainsof.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video & audio",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.ainsof/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ainsof.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.ainsof/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "airbuild",
      "name": "AirBuild",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Talk to your AirBuild Agents, follow your Projects and run your Team from any MCP client.",
      "url": "https://air.build/",
      "pricingUrl": "https://air.build/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Talk to your AirBuild Agents",
        "Follow your Projects",
        "Run your Team from any MCP client"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (build.air/airbuild). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://air.build/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=build.air/airbuild",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "airbyte",
      "name": "Airbyte",
      "vendor": "Airbyte",
      "category": "Data pipelines",
      "description": "Open-source data movement from hundreds of sources, with a connector builder.",
      "url": "https://airbyte.com/",
      "pricingUrl": "https://airbyte.com/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Connector catalog",
        "Connector builder",
        "Self hosting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Engineers who want connectors they can run themselves.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://airbyte.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "airsign",
      "name": "AirSign",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Australian e-signatures: draft, prepare and track signing sessions, templates, forms and training.",
      "url": "https://airsign.com.au/",
      "pricingUrl": "https://airsign.com.au/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft",
        "Prepare",
        "Track signing sessions",
        "Templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (au.com.airsign/airsign). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://airsign.com.au/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=au.com.airsign/airsign",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "airtable-ai",
      "name": "Airtable AI",
      "vendor": "Airtable",
      "category": "Operational apps",
      "description": "Build and work with databases, applications, reports, and automations using Airtable’s AI assistant.",
      "url": "https://www.airtable.com/platform/ai",
      "pricingUrl": "https://airtable.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free and paid workspace plans are offered. Exact AI credit entitlements and numeric pricing were not verified.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "A free workspace plan exists; included AI allowance needs confirmation.",
      "features": [
        "Conversational app building",
        "Structured business data",
        "Workflow automation",
        "Reporting"
      ],
      "integrations": [
        "Slack",
        "Google Drive",
        "Salesforce",
        "Jira",
        "Zendesk"
      ],
      "platforms": [
        "Web",
        "Desktop",
        "Mobile"
      ],
      "tasks": [
        "manage-projects",
        "automate-workflows",
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Operations teams building shared business applications.",
      "limitations": [
        "Paid plan charges can depend on editing permissions.",
        "Confirm AI credit and integration limits."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://airtable.com/pricing",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.airtable.com/platform/ai",
          "label": "Official Airtable Assistant capabilities",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        }
      ],
      "verificationNotes": "Vendor-published capabilities reviewed; fit is editorial, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "ais-trail",
      "name": "AIS Trail",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Live AIS ship positions, vessel history, port calls and events, plus sanctions flags. Read-only.",
      "url": "https://aistrail.com/",
      "pricingUrl": "https://aistrail.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live AIS ship positions",
        "Vessel history",
        "Port calls",
        "Events"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain",
        "risk-compliance"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aistrail/ais). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aistrail.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aistrail/ais",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "aitourl",
      "name": "AIToURL",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Your AI makes the file, you get a public link. Host PDFs, images and files from any MCP client.",
      "url": "https://aitourl.com/",
      "pricingUrl": "https://aitourl.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your AI makes the file",
        "You get a public link"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aitourl/aitourl). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aitourl.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aitourl/aitourl",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aiwebsitemaker",
      "name": "AIWebsiteMaker",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Generate a logo, color palette, brand guide and responsive HTML website from a business brief.",
      "url": "https://aiwebsitemaker.org/",
      "pricingUrl": "https://aiwebsitemaker.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate a logo",
        "Color palette",
        "Brand guide",
        "Responsive HTML website from a business brief"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "build-apps-no-code"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.aiwebsitemaker/aiwebsitemaker). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aiwebsitemaker.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.aiwebsitemaker/aiwebsitemaker",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "akur8",
      "name": "Akur8",
      "vendor": "Akur8",
      "category": "Actuarial pricing",
      "description": "Transparent machine-learning pricing platform for actuaries.",
      "url": "https://www.akur8.com/",
      "pricingUrl": "https://www.akur8.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Actuarial pricing",
        "Transparent GLM-style models",
        "Reserving"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial",
        "statistics-modelling"
      ],
      "sectors": [
        "insurance-actuarial"
      ],
      "bestFor": "P&C pricing actuaries.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.akur8.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "alberti",
      "name": "Alberti",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Design UI in Alberti: screens, 3D layers, prototypes and export to Unity, Unreal, Omniverse.",
      "url": "https://alberti.design/",
      "pricingUrl": "https://alberti.design/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Screens",
        "3D layers",
        "Prototypes",
        "Export to Unity"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "design-engineering"
      ],
      "sectors": [
        "game-development"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (design.alberti/alberti). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://alberti.design/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=design.alberti/alberti",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "aldro",
      "name": "Aldro",
      "vendor": "Not verified",
      "category": "Tax & accounting",
      "description": "US and Canada business tax deadlines, annual reports, sales tax permits and quotes, with sources.",
      "url": "https://aldro.ai/",
      "pricingUrl": "https://aldro.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US and Canada business tax deadlines, annual reports, sales tax permits",
        "Tax & accounting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Tax and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.aldro/tax). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aldro.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.aldro/tax",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "alertasubastas",
      "name": "AlertaSubastas",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search Spain's public auctions (BOE, Social Security, tax agency, notaries) with full asset records.",
      "url": "https://alertasubastas.com/",
      "pricingUrl": "https://alertasubastas.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.alertasubastas/alertasubastas). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://alertasubastas.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.alertasubastas/alertasubastas",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "alion",
      "name": "Alion",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Companies, jobs, pay and people; check counterparties, register agents, write to companies.",
      "url": "https://alion.io/",
      "pricingUrl": "https://alion.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Companies, jobs, pay and people; check counterparties, register agents",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "recruit-talent"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.alion/alion). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://alion.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.alion/alion",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "all-svg-icons",
      "name": "All SVG Icons",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Search and fetch 450,000+ SVG icons and brand logos from 270+ open-source icon sets.",
      "url": "https://allsvgicons.com/",
      "pricingUrl": "https://allsvgicons.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and fetch 450,000+ SVG icons and brand logos from 270+",
        "Design & visuals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.allsvgicons/icons). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://allsvgicons.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.allsvgicons/icons",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "allscreenshots",
      "name": "Allscreenshots",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Capture website screenshots, run bulk captures, and manage screenshot schedules and history.",
      "url": "https://allscreenshots.com/",
      "pricingUrl": "https://allscreenshots.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Capture website screenshots",
        "Run bulk captures",
        "And manage screenshot schedules",
        "History"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.allscreenshots/allscreenshots). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://allscreenshots.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.allscreenshots/allscreenshots",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "alphafold-server",
      "name": "AlphaFold Server",
      "vendor": "Google DeepMind",
      "category": "Protein structure prediction",
      "description": "Predict structures of proteins and their interactions with DNA, RNA, ligands and ions.",
      "url": "https://alphafoldserver.com/",
      "pricingUrl": "https://alphafoldserver.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Biomolecular structure prediction",
        "Complex and ligand modelling",
        "Web-based jobs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "bioinformatics"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research",
        "universities-academic-research"
      ],
      "bestFor": "Structural biologists and researchers exploring biomolecular structures.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://alphafoldserver.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "alphasense",
      "name": "AlphaSense",
      "vendor": "AlphaSense",
      "category": "Market intelligence",
      "description": "AI search across filings, broker research, expert calls and news.",
      "url": "https://www.alpha-sense.com/",
      "pricingUrl": "https://www.alpha-sense.com/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Filings search",
        "Expert transcripts",
        "Generative summaries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets",
        "finance-insurance",
        "pharma-biotech"
      ],
      "bestFor": "Equity analysts and corporate strategy teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.alpha-sense.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "alterlab",
      "name": "Alterlab",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Web scraping MCP server scrape, extract structured data, screenshot any site with anti-bot bypass.",
      "url": "https://alterlab.io/",
      "pricingUrl": "https://alterlab.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web scraping MCP server scrape",
        "Extract structured data",
        "Screenshot any site with anti-bot bypass"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.alterlab/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://alterlab.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.alterlab/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "alura",
      "name": "Alura",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Etsy research and shop tools for AI: products, shops, keywords, trends, your listings and orders.",
      "url": "https://www.alura.io/",
      "pricingUrl": "https://www.alura.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Products",
        "Shops",
        "Keywords",
        "Trends"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "market-investment-research"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.alura/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.alura.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.alura/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "alvin-s-club-brandpilot",
      "name": "Alvin's Club BrandPilot",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Plan and run brand content on X, LinkedIn, TikTok, YouTube Shorts, Instagram and Hashnode.",
      "url": "https://brandpilot.alvinsclub.ai/",
      "pricingUrl": "https://brandpilot.alvinsclub.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan and run brand content on X, LinkedIn, TikTok, YouTube Shorts",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.alvinsclub.studio/brandpilot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://brandpilot.alvinsclub.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.alvinsclub.studio/brandpilot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "amazon-q-developer",
      "name": "Amazon Q Developer",
      "vendor": "Amazon Web Services",
      "category": "Coding assistant",
      "description": "Generate code changes, troubleshoot applications, and assist with modernization through IDE and terminal workflows.",
      "url": "https://aws.amazon.com/q/developer/build/",
      "pricingUrl": "https://aws.amazon.com/q/developer/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is US$19 per user per month. Java transformation includes an allowance; additional submitted lines cost US$0.003 each.",
      "startingPrice": 19,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "50 agentic requests monthly and 1,000 lines of Java transformation per month.",
      "features": [
        "Agentic code changes",
        "Terminal assistance",
        "Application troubleshooting",
        "Java transformation"
      ],
      "integrations": [
        "Visual Studio Code",
        "AWS APIs"
      ],
      "platforms": [
        "CLI",
        "IDE extension"
      ],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Developers working with AWS services and application modernization.",
      "limitations": [
        "Review commands and code before production use.",
        "Transformation allowances and supported languages vary by capability."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://aws.amazon.com/q/developer/build/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://aws.amazon.com/q/developer/pricing/",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Capabilities reflect vendor documentation; suitability is an editorial mapping, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "american-default-research",
      "name": "American Default Research",
      "vendor": "Not verified",
      "category": "Economic data",
      "description": "Read-only U.S. household-finance research: economic indicators, county scores, ADI and citations.",
      "url": "https://americandefault.org/",
      "pricingUrl": "https://americandefault.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Economic data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "market-investment-research"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Economists and policy analysts.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.americandefault/research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://americandefault.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.americandefault/research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "amperis-catalogue",
      "name": "Amperis catalogue",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "Search the Amperis catalogue of electrical test equipment: products, specs and datasheets.",
      "url": "https://amperis.com/",
      "pricingUrl": "https://amperis.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Products",
        "Specs",
        "Datasheets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.amperis/catalog). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://amperis.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.amperis/catalog",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ampli",
      "name": "Ampli",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish social media posts from Claude, ChatGPT or any AI agent to 8 networks.",
      "url": "https://useampli.com/",
      "pricingUrl": "https://useampli.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish social media posts from Claude, ChatGPT or any AI",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.useampli/ampli). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://useampli.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.useampli/ampli",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "anaella",
      "name": "Anaella",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "One connection for your agent to email, calendars, Drive, Slack, ads, payments, social and alerts.",
      "url": "https://anaella.com/",
      "pricingUrl": "https://anaella.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "One connection for your agent to email",
        "Calendars",
        "Drive",
        "Slack"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.anaella/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://anaella.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.anaella/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "analizafirm-pl",
      "name": "AnalizaFirm.pl",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Polish companies from KRS: financial statements, A-E credit rating, insolvency, VAT, owners.",
      "url": "https://analizafirm.pl/",
      "pricingUrl": "https://analizafirm.pl/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Financial statements",
        "A-E credit rating",
        "Insolvency",
        "VAT"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "risk-compliance"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pl.analizafirm/krs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://analizafirm.pl/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pl.analizafirm/krs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "analyticsproof",
      "name": "AnalyticsProof",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Check if your website or Android app tracks visitors before cookie consent; catch broken analytics.",
      "url": "https://analyticsproof.com/",
      "pricingUrl": "https://analyticsproof.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk & compliance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.analyticsproof/analyticsproof). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://analyticsproof.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.analyticsproof/analyticsproof",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "anam",
      "name": "Anam",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Build real-time AI avatar personas and videos; manage voices, knowledge, sessions and meetings.",
      "url": "https://anam.ai/",
      "pricingUrl": "https://anam.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build real-time AI avatar personas",
        "Videos",
        "Manage voices",
        "Knowledge"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.anam/anam). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://anam.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.anam/anam",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ankidecks",
      "name": "AnkiDecks",
      "vendor": "Not verified",
      "category": "Teaching tools",
      "description": "Make Anki flashcards from lecture PDFs, slides, notes and YouTube videos, each with its source page.",
      "url": "https://ankidecks.ai/",
      "pricingUrl": "https://ankidecks.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Make Anki flashcards from lecture PDFs",
        "Slides",
        "Notes",
        "YouTube videos"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers and trainers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ankidecks/ankidecks). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ankidecks.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ankidecks/ankidecks",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "annsa",
      "name": "Annsa",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "The plan your AI agents work from. Project management and customer feedback for agent teams.",
      "url": "https://annsa.ai/",
      "pricingUrl": "https://annsa.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Project & work management",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.annsa/annsa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://annsa.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.annsa/annsa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ansys-simai",
      "name": "Ansys SimAI",
      "vendor": "Ansys (Synopsys)",
      "category": "Engineering simulation",
      "description": "AI-driven simulation that predicts physics results from previous data.",
      "url": "https://ansys.synopsys.com/products/ai/simai",
      "pricingUrl": "https://ansys.synopsys.com/products/ai/simai",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fast physics prediction",
        "Design exploration",
        "Cloud service"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing",
        "aerospace-defence",
        "automotive-mobility"
      ],
      "bestFor": "Simulation engineers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://ansys.synopsys.com/products/ai/simai",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "anthra",
      "name": "Anthra",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Agentic AI book creator: plan, write, illustrate, narrate, and publish books from any MCP client.",
      "url": "https://anthra.com/",
      "pricingUrl": "https://anthra.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan",
        "Write",
        "Illustrate",
        "Narrate"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.anthra/anthra). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://anthra.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.anthra/anthra",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "antwork",
      "name": "Antwork",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft, schedule, and publish social posts for your workspace straight from your AI.",
      "url": "https://antwork.io/",
      "pricingUrl": "https://antwork.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, schedule, and publish social posts for your workspace straight",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.antwork/social). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://antwork.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.antwork/social",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "anvilads",
      "name": "AnvilAds",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read-only access to AnvilAds data: campaigns, performance, reports, ad grades, and leads.",
      "url": "https://anvilads.com/",
      "pricingUrl": "https://anvilads.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Campaigns",
        "Performance",
        "Reports",
        "Ad grades"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.anvilads/anvilads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://anvilads.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.anvilads/anvilads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "any-video-to-text",
      "name": "Any Video to Text",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcripts and AI summaries of TikTok, YouTube, Instagram, Facebook and X videos from a link.",
      "url": "https://anyvideototext.com/",
      "pricingUrl": "https://anyvideototext.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcripts and AI summaries of TikTok, YouTube, Instagram, Facebook",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.anyvideototext/any-video-to-text). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://anyvideototext.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.anyvideototext/any-video-to-text",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "anycutlist",
      "name": "AnyCutlist",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Read cutting lists into parts, check them, save drafts, and ask for quotes and machine files.",
      "url": "https://www.anycutlist.com/",
      "pricingUrl": "https://www.anycutlist.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read cutting lists into parts",
        "Check them",
        "Save drafts",
        "And ask for quotes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.anycutlist/anycutlist). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.anycutlist.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.anycutlist/anycutlist",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "anyhook",
      "name": "AnyHook",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "A webhook inbox for agents: one call returns a live URL. Mock, verify, inspect and replay.",
      "url": "https://anyhook.net/",
      "pricingUrl": "https://anyhook.net/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (net.anyhook/anyhook). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://anyhook.net/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=net.anyhook/anyhook",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "anylocale",
      "name": "anylocale",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Localize iOS and Android apps: coverage, missing strings, glossary-aware AI drafts and file sync.",
      "url": "https://anylocale.com/",
      "pricingUrl": "https://anylocale.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Coverage",
        "Missing strings",
        "Glossary-aware AI drafts",
        "File sync"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.anylocale/anylocale). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://anylocale.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.anylocale/anylocale",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "apexcharts",
      "name": "ApexCharts",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Generates and validates configs for ApexCharts charts, grid, gantt, tree, sankey, stock and maps.",
      "url": "https://apexcharts.com/",
      "pricingUrl": "https://apexcharts.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generates and validates configs for ApexCharts charts, grid, gantt",
        "Data analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.apexcharts/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://apexcharts.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.apexcharts/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "apextick",
      "name": "ApexTick",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Global equities, ETFs, FX & crypto quotes, OHLCV history, fundamentals, technicals & options Greeks.",
      "url": "https://apextick.com/",
      "pricingUrl": "https://apextick.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Global equities",
        "ETFs",
        "FX & crypto quotes",
        "OHLCV history"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.apextick/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://apextick.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.apextick/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "api-sh",
      "name": "API.SH",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Public web data as JSON from around 1,000 websites: search, social media, e-commerce, jobs and more.",
      "url": "https://api.sh/",
      "pricingUrl": "https://api.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Social media",
        "E-commerce",
        "Jobs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.api/apish). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://api.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.api/apish",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "apiguru-amazon-data",
      "name": "Apiguru Amazon Data",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Live Amazon product, review, search, deal, offer/stock and seller data across 23 marketplaces.",
      "url": "https://apiguru.app/",
      "pricingUrl": "https://apiguru.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live Amazon product",
        "Review",
        "Search",
        "Deal"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.apiguru/amazon-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://apiguru.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.apiguru/amazon-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "apogee",
      "name": "Apogee",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Bulk-launch and manage ads across many Meta, TikTok and Snapchat ad accounts for agencies.",
      "url": "https://www.apogee.ad/",
      "pricingUrl": "https://www.apogee.ad/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bulk-launch and manage ads across many Meta, TikTok and Snapchat ad",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ad.apogee/apogee). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.apogee.ad/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ad.apogee/apogee",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "apollo",
      "name": "Apollo",
      "vendor": "Apollo",
      "category": "Sales intelligence",
      "description": "Sales platform with contact discovery, enrichment, AI assistance, and outbound engagement workflows for go-to-market teams.",
      "url": "https://www.apollo.io/",
      "pricingUrl": "https://www.apollo.io/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free, Basic, Professional, and Custom tiers are described. Numeric subscription prices were not visible in the retrieved official pricing page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "A Free plan for light usage is confirmed; exact current credits and AI allowances were not verified.",
      "features": [
        "Contact discovery",
        "Data enrichment",
        "Email sequencing",
        "AI sales assistance"
      ],
      "integrations": [],
      "platforms": [
        "Web",
        "Chrome extension"
      ],
      "tasks": [
        "sales-outreach",
        "automate-workflows"
      ],
      "bestFor": "Founders, sellers, and revenue operations teams managing outbound work.",
      "limitations": [
        "All seats on an account must use the same plan.",
        "AI features and credit limits depend on the tier."
      ],
      "verificationNotes": "Official product and pricing pages reviewed; numeric prices were not available in the page extraction.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.apollo.io/",
          "label": "Apollo official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.apollo.io/pricing",
          "label": "Apollo official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "appclimb",
      "name": "AppClimb",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "App Store keyword research: Apple popularity, difficulty with evidence, verdicts and app rankings.",
      "url": "https://appclimb.app/",
      "pricingUrl": "https://appclimb.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Apple popularity",
        "Difficulty with evidence",
        "Verdicts",
        "App rankings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.appclimb/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://appclimb.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.appclimb/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "appforshare",
      "name": "AppForShare",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Share iOS and Android test builds: upload, install links, testers, store readiness and releases.",
      "url": "https://appforshare.io/",
      "pricingUrl": "https://appforshare.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Upload",
        "Install links",
        "Testers",
        "Store readiness"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.appforshare/appforshare). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://appforshare.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.appforshare/appforshare",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "apphitlist",
      "name": "AppHitlist",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "App Store research: new winning apps, chart risers, revenue figures, complaints and Meta ads.",
      "url": "https://apphitlist.com/",
      "pricingUrl": "https://apphitlist.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "New winning apps",
        "Chart risers",
        "Revenue figures",
        "Complaints"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.apphitlist/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://apphitlist.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.apphitlist/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "applied-intuition",
      "name": "Applied Intuition",
      "vendor": "Applied Intuition",
      "category": "Vehicle autonomy",
      "description": "Simulation and software tooling for autonomous vehicle development.",
      "url": "https://www.appliedintuition.com/",
      "pricingUrl": "https://www.appliedintuition.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scenario simulation",
        "Vehicle software",
        "Validation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "automotive-mobility",
        "aerospace-defence"
      ],
      "bestFor": "Automotive engineering teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.appliedintuition.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "applyra",
      "name": "Applyra",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "App Store Optimization data for AI agents: keyword ranks, scores, competitors, charts.",
      "url": "https://www.applyra.io/",
      "pricingUrl": "https://www.applyra.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Keyword ranks",
        "Scores",
        "Competitors",
        "Charts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.applyra/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.applyra.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.applyra/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "applysent",
      "name": "Applysent",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search jobs, preview each application and apply with your OK on Workday, Greenhouse, Ashby and more.",
      "url": "https://applysent.com/",
      "pricingUrl": "https://applysent.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search jobs",
        "Preview each application",
        "Apply with your OK on Workday",
        "Greenhouse"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.applysent/applysent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://applysent.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.applysent/applysent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "approval-link",
      "name": "Approval Link",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Quote/proof approval drafts. ; creator account + OAuth: https://kurodalab.com/en/approval-link/.",
      "url": "https://kurodalab.com/",
      "pricingUrl": "https://kurodalab.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Freelance operations",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kurodalab/quote-proof-approval). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kurodalab.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kurodalab/quote-proof-approval",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "approveit",
      "name": "Approveit",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build approval workflows, submit requests, approve or reject, and analyze approval activity.",
      "url": "https://approveit.today/",
      "pricingUrl": "https://approveit.today/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build approval workflows",
        "Submit requests",
        "Approve or reject",
        "And analyze approval activity"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (today.approveit/approveit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://approveit.today/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=today.approveit/approveit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "appscreendesign",
      "name": "AppScreenDesign",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "3D App Store & Google Play screenshot studio with 280+ templates and 50 locales via Remote MCP.",
      "url": "https://appscreendesign.com/",
      "pricingUrl": "https://appscreendesign.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design & visuals",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.appscreendesign/studio). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://appscreendesign.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.appscreendesign/studio",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "apptiller",
      "name": "Apptiller",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Grow App Store apps: ranks, listing, ads, revenue and AI answers. Sign in to read your own apps.",
      "url": "https://apptiller.com/",
      "pricingUrl": "https://apptiller.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ranks",
        "Listing",
        "Ads",
        "Revenue"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.apptiller/apptiller). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://apptiller.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.apptiller/apptiller",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "arcgis",
      "name": "ArcGIS",
      "vendor": "Esri",
      "category": "Geospatial analysis",
      "description": "GIS platform with imagery AI and an assistant for mapping and spatial analysis.",
      "url": "https://www.esri.com/en-us/arcgis/geospatial-platform/overview",
      "pricingUrl": "https://www.esri.com/en-us/arcgis/geospatial-platform/overview",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Spatial analysis",
        "Imagery AI",
        "Web maps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis",
        "analyze-data"
      ],
      "sectors": [
        "earth-climate-geospatial",
        "government-public-services",
        "water-waste-environment"
      ],
      "bestFor": "GIS analysts and planners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.esri.com/en-us/arcgis/geospatial-platform/overview",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "archboard",
      "name": "Archboard",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Create, read and edit architecture, flow and ER diagrams on a live canvas shared with your team.",
      "url": "https://getarchboard.app/",
      "pricingUrl": "https://getarchboard.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, read and edit architecture, flow and ER diagrams on a live",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "data-modelling"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.getarchboard/archboard). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getarchboard.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.getarchboard/archboard",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "arche",
      "name": "Arche",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "SEC EDGAR filings, XBRL facts and normalized financial statements, point-in-time by acceptance.",
      "url": "https://arche.fi/",
      "pricingUrl": "https://arche.fi/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SEC EDGAR filings",
        "XBRL facts",
        "Normalized financial statements",
        "Point-in-time by acceptance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (fi.arche/arche). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://arche.fi/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=fi.arche/arche",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "archetype",
      "name": "Archetype",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Your brand for AI agents: tokens, components, templates, voice, assets and a brand check.",
      "url": "https://www.heyarchetype.com/",
      "pricingUrl": "https://www.heyarchetype.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tokens",
        "Components",
        "Templates",
        "Voice"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.heyarchetype/archetype). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.heyarchetype.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.heyarchetype/archetype",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "arctic-white",
      "name": "Arctic White",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "Lab consumables from Arctic White: search, specs, price and stock, shipping, checkout and quotes.",
      "url": "https://arcticsci.com/",
      "pricingUrl": "https://arcticsci.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Specs",
        "Price",
        "Stock"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution"
      ],
      "sectors": [
        "science-research"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.arcticsci/shop). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://arcticsci.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.arcticsci/shop",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "argorant",
      "name": "Argorant",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find B2B leads, check every email, write and send campaigns and sort replies from your own AI.",
      "url": "https://argorant.com/",
      "pricingUrl": "https://argorant.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find B2B leads",
        "Check every email",
        "Write",
        "Send campaigns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.argorant/argorant). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://argorant.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.argorant/argorant",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "arisglobal-lifesphere",
      "name": "ArisGlobal LifeSphere",
      "vendor": "ArisGlobal",
      "category": "Pharmacovigilance",
      "description": "Life-science software for safety, regulatory and medical information with automation.",
      "url": "https://www.arisglobal.com/",
      "pricingUrl": "https://www.arisglobal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Safety case processing",
        "Regulatory information",
        "Medical information"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs"
      ],
      "sectors": [
        "pharma-biotech",
        "medical-devices-diagnostics"
      ],
      "bestFor": "Pharmacovigilance and drug-safety teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.arisglobal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "arkame-backup",
      "name": "Arkame Backup",
      "vendor": "Not verified",
      "category": "Database operations",
      "description": "Backups of servers, Docker and Zimbra to your own S3. Restore by chat; changes need 2FA approval.",
      "url": "https://arkame.app/",
      "pricingUrl": "https://arkame.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Backups of servers",
        "Docker",
        "Zimbra to your own S3"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams running databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.arkame/backup). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://arkame.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.arkame/backup",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "arquestra-market-radar",
      "name": "Arquestra Market Radar",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Public consulting tenders and awards in Europe: who wins, open calls, firms and buyers.",
      "url": "https://arquestra.dev/",
      "pricingUrl": "https://arquestra.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Who wins",
        "Open calls",
        "Firms",
        "Buyers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.arquestra/consulting-radar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://arquestra.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.arquestra/consulting-radar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "artifactsend",
      "name": "ArtifactSend",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Share docs, decks, HTML and Claude artifacts as tracked links and data rooms. See who read them.",
      "url": "https://artifactsend.com/",
      "pricingUrl": "https://artifactsend.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Share docs",
        "Decks",
        "HTML",
        "Claude artifacts as tracked links"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.artifactsend/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://artifactsend.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.artifactsend/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "artnap",
      "name": "Artnap",
      "vendor": "Not verified",
      "category": "Archives",
      "description": "Search 497,000+ public domain paintings, prints and drawings from 72 museums, with museum records.",
      "url": "https://artnap.com/",
      "pricingUrl": "https://artnap.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 497,000+ public domain paintings",
        "Prints",
        "Drawings from 72 museums",
        "Museum records"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "humanities-archives",
        "create-visuals"
      ],
      "sectors": [
        "libraries-archives-museums"
      ],
      "bestFor": "Archivists and humanities researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.artnap/artnap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://artnap.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.artnap/artnap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "asana-ai",
      "name": "Asana AI",
      "vendor": "Asana",
      "category": "Project management",
      "description": "AI assistants, agents, and workflow building embedded in Asana's project and task management platform.",
      "url": "https://asana.com/product/ai",
      "pricingUrl": "https://asana.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Starter includes Asana AI at USD 10.99 per user/month annually, or USD 13.49 monthly. Advanced and enterprise plans offer additional management features.",
      "startingPrice": 10.99,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Personal is free for two people; the pricing page lists Asana AI from Starter.",
      "features": [
        "AI workflow building",
        "Team agents",
        "Project tracking",
        "Goals and resource planning"
      ],
      "integrations": [
        "Salesforce",
        "Tableau",
        "Power BI"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "manage-projects",
        "automate-workflows"
      ],
      "bestFor": "Project managers and cross-functional teams coordinating work in Asana.",
      "limitations": [
        "AI access and advanced management features vary by plan.",
        "Named reporting integrations are listed with Advanced."
      ],
      "verificationNotes": "Official product and pricing pages reviewed; integration examples are plan-specific.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://asana.com/product/ai",
          "label": "Asana AI official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://asana.com/pricing",
          "label": "Asana AI official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "ask-xverum",
      "name": "Ask Xverum",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find and enrich people from 750M professional profiles, with Next Move Signal job-change scores.",
      "url": "https://ask.xverum.com/",
      "pricingUrl": "https://ask.xverum.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find and enrich people from 750M professional profiles, with Next Move",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "recruit-talent"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.xverum/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ask.xverum.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.xverum/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "asksuite",
      "name": "Asksuite",
      "vendor": "Asksuite",
      "category": "Guest experience",
      "description": "AI agents for hotel direct sales and guest service.",
      "url": "https://asksuite.com/",
      "pricingUrl": "https://asksuite.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI sales agent",
        "Direct bookings",
        "Messaging channels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations",
        "customer-support"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotels growing direct bookings.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://asksuite.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "asobeast",
      "name": "AsoBeast",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "App Store and Google Play ASO: keyword rankings, competitors, reviews, audits and an action queue.",
      "url": "https://asobeast.com/",
      "pricingUrl": "https://asobeast.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Keyword rankings",
        "Competitors",
        "Reviews",
        "Audits"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.asobeast/asobeast). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://asobeast.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.asobeast/asobeast",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "asoclimb",
      "name": "ASOClimb",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "App Store and Google Play keyword research, rank tracking, competitors, charts and niche analysis.",
      "url": "https://asoclimb.com/",
      "pricingUrl": "https://asoclimb.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "App Store",
        "Google Play keyword research",
        "Rank tracking",
        "Competitors"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.asoclimb/aso). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://asoclimb.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.asoclimb/aso",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "asomobile",
      "name": "ASOMobile",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "App Store & Google Play ASO data: keywords, app indexing, competitors, top charts, reviews, ASA.",
      "url": "https://asomobile.net/",
      "pricingUrl": "https://asomobile.net/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Keywords",
        "App indexing",
        "Competitors",
        "Top charts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (net.asomobile/asomobile). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://asomobile.net/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=net.asomobile/asomobile",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "asonix",
      "name": "Asonix",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "ASO for your AI: keywords, rankings, competitors and ads across 2.5M+ App Store apps.",
      "url": "https://asonix.io/",
      "pricingUrl": "https://asonix.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Keywords",
        "Rankings",
        "Competitors",
        "Ads across 2.5M+ App Store apps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.asonix/asonix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://asonix.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.asonix/asonix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "asreview",
      "name": "ASReview",
      "vendor": "ASReview",
      "category": "Systematic reviews",
      "description": "Open-source active-learning software that prioritises records during systematic reviews.",
      "url": "https://asreview.nl/",
      "pricingUrl": "https://asreview.nl/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Active learning",
        "Local use",
        "Screening simulation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "public-health-epidemiology"
      ],
      "bestFor": "Reviewers who need transparent screening.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://asreview.nl/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "assembli",
      "name": "Assembli",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "React, Tailwind CSS and shadcn/ui components, sections and landing pages for coding agents.",
      "url": "https://www.assembli.design/",
      "pricingUrl": "https://www.assembli.design/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "React, Tailwind CSS and shadcn/ui components, sections and landing",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (design.assembli/assembli). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.assembli.design/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=design.assembli/assembli",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "assemblyai",
      "name": "AssemblyAI",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcribe, summarize and analyze audio with AssemblyAI speech-to-text and Speech Understanding.",
      "url": "https://www.assemblyai.com/",
      "pricingUrl": "https://www.assemblyai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcribe, summarize and analyze audio with AssemblyAI speech-to-text",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "create-video-audio"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.assemblyai/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.assemblyai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.assemblyai/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "assent",
      "name": "Assent",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Let your AI agents ask you for decisions and get your answers back, from your phone or the web.",
      "url": "https://assent.specvista.com/",
      "pricingUrl": "https://assent.specvista.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Let your AI agents ask you for decisions",
        "Get your answers back",
        "From your phone or the web"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.specvista/assent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://assent.specvista.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.specvista/assent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "assistant-core",
      "name": "Assistant Core",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Manage Assistant Core AI assistants: settings, knowledge, web widget, conversations, test chats.",
      "url": "https://assistantcore.com/",
      "pricingUrl": "https://assistantcore.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Settings",
        "Knowledge",
        "Web widget",
        "Conversations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.assistantcore/assistant-core). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://assistantcore.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.assistantcore/assistant-core",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "astrid",
      "name": "Astrid",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Swedish bookkeeping (bokföring): read the books, find missing receipts, VAT, draft vouchers.",
      "url": "https://astrid.so/",
      "pricingUrl": "https://astrid.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read the books",
        "Find missing receipts",
        "VAT",
        "Draft vouchers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.astrid/astrid). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://astrid.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.astrid/astrid",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "astronomer",
      "name": "Astronomer",
      "vendor": "Astronomer",
      "category": "Pipeline orchestration",
      "description": "Managed Apache Airflow for orchestrating data pipelines.",
      "url": "https://www.astronomer.io/",
      "pricingUrl": "https://www.astronomer.io/pricing/",
      "pricingModel": "Usage based",
      "pricingSummary": "Developer deployments start at $0.35 an hour and Business at $0.42 an hour, with worker and networking costs on top. Enterprise is by quote.",
      "startingPrice": 0.35,
      "currency": "USD",
      "billing": "hourly",
      "freePlan": "Free trial available.",
      "features": [
        "Managed Airflow",
        "Observability",
        "Deployment tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Teams already using Airflow.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.astronomer.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.astronomer.io/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "atalaya",
      "name": "Atalaya",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Work management with Spec-Driven Development: tasks, sprints and SDD approvals for coding agents.",
      "url": "https://atalayahq.io/",
      "pricingUrl": "https://atalayahq.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tasks",
        "Sprints",
        "SDD approvals for coding agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.atalayahq/atalaya). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://atalayahq.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.atalayahq/atalaya",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "atlas",
      "name": "Atlas",
      "vendor": "Ariga",
      "category": "Schema migration",
      "description": "Manages database schemas as code with planned and linted migrations.",
      "url": "https://atlasgo.io/",
      "pricingUrl": "https://atlasgo.io/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro starts at $9 per developer a month plus usage-based charges for CI/CD pipelines and databases. Enterprise is custom.",
      "startingPrice": 9,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Starter is free to use, with limited features.",
      "features": [
        "Schema as code",
        "Migration linting",
        "CI integration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling",
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers managing schemas as code.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://atlasgo.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://atlasgo.io/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "atlas-ti",
      "name": "ATLAS.ti",
      "vendor": "ATLAS.ti",
      "category": "Qualitative analysis",
      "description": "Qualitative research software with AI coding and intentional analysis.",
      "url": "https://atlasti.com/",
      "pricingUrl": "https://atlasti.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI coding",
        "Network views",
        "Survey import"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "universities-academic-research",
        "social-sciences-humanities"
      ],
      "bestFor": "Qualitative researchers and evaluators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://atlasti.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "atlasadapt",
      "name": "AtlasAdapt",
      "vendor": "Not verified",
      "category": "Sustainability",
      "description": "Climate hazards, recommended resilience upgrades and incentive-aware ROI for any building.",
      "url": "https://atlasadapt.com/",
      "pricingUrl": "https://atlasadapt.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Climate hazards",
        "Recommended resilience upgrades",
        "Incentive-aware ROI for any building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "climate-sustainability"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Sustainability and climate teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.atlasadapt/climate-resilience). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://atlasadapt.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.atlasadapt/climate-resilience",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "atomic-agi",
      "name": "Atomic AGI",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Agentic AI search marketing: analytics, strategy, reputation, AX and execution. Built by Omnius.",
      "url": "https://www.atomicagi.com/",
      "pricingUrl": "https://www.atomicagi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Analytics",
        "Strategy",
        "Reputation",
        "Execution"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.atomicagi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.atomicagi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.atomicagi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "atriumkit",
      "name": "AtriumKit",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Edit, translate, narrate, publish and analyze AtriumKit interactive demos from any MCP client.",
      "url": "https://www.atriumkit.com/",
      "pricingUrl": "https://www.atriumkit.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Edit, translate, narrate, publish and analyze AtriumKit interactive",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "create-video-audio"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.atriumkit/atriumkit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.atriumkit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.atriumkit/atriumkit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "attendbeacon",
      "name": "AttendBeacon",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Event platform: events, tickets, attendees, agenda, check-in, speakers and sponsors.",
      "url": "https://attendbeacon.com/",
      "pricingUrl": "https://attendbeacon.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Events",
        "Tickets",
        "Attendees",
        "Agenda"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.attendbeacon/attendbeacon). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://attendbeacon.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.attendbeacon/attendbeacon",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "attest",
      "name": "Attest",
      "vendor": "Not verified",
      "category": "Surveys & research",
      "description": "Find your Attest studies and read their survey results, boards and key findings.",
      "url": "https://askattest.com/",
      "pricingUrl": "https://askattest.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find your Attest studies",
        "Read their survey results",
        "Boards",
        "Key findings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Researchers running surveys and interviews.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.askattest/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://askattest.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.askattest/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "audit-domains",
      "name": "audit.domains",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Deterministic domain name valuation: fair-value interval, scored factors, real comparable sales.",
      "url": "https://audit.domains/",
      "pricingUrl": "https://audit.domains/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fair-value interval",
        "Scored factors",
        "Real comparable sales"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (domains.audit/appraisal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://audit.domains/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=domains.audit/appraisal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "augury",
      "name": "Augury Machine Health",
      "vendor": "Augury",
      "category": "Predictive maintenance",
      "description": "Analyze industrial sensor signals to identify machine issues and help maintenance teams prioritize inspection and repairs.",
      "url": "https://www.augury.com/machine-health/",
      "pricingUrl": "https://www.augury.com/pricing/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Request a quote. Official support describes an annual per-machine service including sensors, software, installation, connectivity, and diagnostics.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "No free plan verified.",
      "features": [
        "Machine condition monitoring",
        "AI diagnostics",
        "Maintenance guidance",
        "Role-specific dashboards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "automate-workflows"
      ],
      "sectors": [
        "manufacturing",
        "food-beverage-production",
        "energy-utilities",
        "water-waste-environment"
      ],
      "bestFor": "Reliability engineers, maintenance managers, and plant operations teams.",
      "limitations": [
        "Needs compatible assets, sensors, and operational rollout.",
        "Maintenance and equipment-safety decisions require qualified personnel."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.augury.com/machine-health/",
          "label": "Official Machine Health capabilities",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.augury.com/pricing/",
          "label": "Official quote request",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.augury.com/support/",
          "label": "Official annual per-machine service explanation",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "No vendor performance or payback claim is treated as an independently measured result. Specific software integrations were not verified.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "aurato",
      "name": "Aurato",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Read-only global payment reference data, metrics, relationships, sources, news and events.",
      "url": "https://aurato.io/",
      "pricingUrl": "https://aurato.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only global payment reference data",
        "Metrics",
        "Relationships",
        "Sources"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.aurato/aurato). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aurato.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.aurato/aurato",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "autocontent",
      "name": "AutoContent",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Turn documents, URLs and text into videos, podcasts, slides, infographics and recurring content.",
      "url": "https://autocontentapi.com/",
      "pricingUrl": "https://autocontentapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn documents",
        "URLs",
        "Text into videos",
        "Podcasts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "create-visuals"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.autocontentapi/platform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://autocontentapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.autocontentapi/platform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "autodesk-forma",
      "name": "Autodesk Forma",
      "vendor": "Autodesk",
      "category": "Architecture & BIM",
      "description": "Cloud early-stage planning with AI analysis of site, wind, sun and carbon.",
      "url": "https://www.autodesk.com/products/forma/overview",
      "pricingUrl": "https://www.autodesk.com/products/forma/overview",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Site analysis",
        "Environmental simulation",
        "Massing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning",
        "construction-engineering"
      ],
      "bestFor": "Architects at concept stage.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.autodesk.com/products/forma/overview",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "autodesk-fusion",
      "name": "Autodesk Fusion",
      "vendor": "Autodesk",
      "category": "Engineering design",
      "description": "Design physical products with integrated CAD, CAM, electronics, simulation, and AI-assisted generative design capabilities.",
      "url": "https://www.autodesk.com/products/fusion-360/overview",
      "pricingUrl": "https://www.autodesk.com/products/fusion-360/buy",
      "pricingModel": "Paid",
      "pricingSummary": "Base Fusion is listed at US$85 monthly or US$680 annually. Generative outcomes require tokens or the separately priced Simulation Extension; total generative-design cost is not verified.",
      "startingPrice": null,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "Trial and qualifying education options exist. Free personal-use eligibility does not imply access to commercial generative design.",
      "features": [
        "3D CAD and CAM",
        "Generative design exploration",
        "Drawing automation",
        "Engineering simulation"
      ],
      "integrations": [
        "Autodesk Desktop Connector"
      ],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing",
        "construction-engineering"
      ],
      "bestFor": "Mechanical designers, manufacturing engineers, and product development teams.",
      "limitations": [
        "Engineering validation is required before manufacturing a generated design.",
        "Generative design has additional licensing or token costs beyond the base product."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.autodesk.com/products/fusion-360/overview",
          "label": "Official Fusion capabilities and base subscription prices",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.autodesk.com/products/fusion-360/buy",
          "label": "Official Fusion purchase page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.autodesk.com/support/technical/article/caas/sfdcarticles/sfdcarticles/How-to-get-access-to-Generative-Design.html",
          "label": "Generative design access and token requirements",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.autodesk.com/products/fusion-360/simulation-extension",
          "label": "Simulation Extension",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        }
      ],
      "verificationNotes": "No comparable all-in starting price is entered because the base license alone does not cover all generative-design outcome generation.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "autodesk-revit",
      "name": "Autodesk Revit",
      "vendor": "Autodesk",
      "category": "Architecture & BIM",
      "description": "Building information modelling software for design and documentation.",
      "url": "https://www.autodesk.com/products/revit/overview",
      "pricingUrl": "https://www.autodesk.com/products/revit/overview",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "BIM modelling",
        "Documentation",
        "Multi-discipline coordination"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim",
        "design-engineering"
      ],
      "sectors": [
        "architecture-urban-planning",
        "construction-engineering"
      ],
      "bestFor": "Architecture and engineering practices.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.autodesk.com/products/revit/overview",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "autom",
      "name": "Autom",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Google, Bing and Brave search results as structured JSON web, maps, news, shopping, images, jobs….",
      "url": "https://www.autom.dev/",
      "pricingUrl": "https://www.autom.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google, Bing and Brave search results as structured JSON web, maps",
        "Data extraction"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.autom/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.autom.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.autom/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "autopilot-it",
      "name": "AutoPilot IT",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Small-business IT monitoring and Windows device security.",
      "url": "https://autopilotit.net/",
      "pricingUrl": "https://autopilotit.net/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Small-business IT monitoring",
        "Windows device security"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (net.autopilotit/autopilot-it). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://autopilotit.net/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=net.autopilotit/autopilot-it",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "autosignal",
      "name": "AutoSignal",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Czech car market: below-market deals, price trends, valuations, official CZ VIN registry report.",
      "url": "https://autosignal.eu/",
      "pricingUrl": "https://autosignal.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Below-market deals",
        "Price trends",
        "Valuations",
        "Official CZ VIN registry report"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "automotive-mobility"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.autosignal/autosignal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://autosignal.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.autosignal/autosignal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "avlira-back-office",
      "name": "Avlira Back Office",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Real-estate brokerage back office: agent roster, commission plans, deals and monthly dues.",
      "url": "https://avlira.ai/",
      "pricingUrl": "https://avlira.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Agent roster",
        "Commission plans",
        "Deals",
        "Monthly dues"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.avlira/back-office). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://avlira.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.avlira/back-office",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "avokata",
      "name": "Avokata",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Lithuanian law and court practice for your AI assistant, with pinpoint citations. Email sign-in.",
      "url": "https://avokata.com/",
      "pricingUrl": "https://avokata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Lithuanian law",
        "Court practice for your AI assistant",
        "Pinpoint citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.avokata/avokata). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://avokata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.avokata/avokata",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "awesomefor-ms",
      "name": "AwesomeFor.ms",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Create, publish and read online forms hosted in France, from your AI assistant.",
      "url": "https://awesomefor.ms/",
      "pricingUrl": "https://awesomefor.ms/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, publish and read online forms hosted in France, from your AI",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ms.awesomefor/forms). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://awesomefor.ms/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ms.awesomefor/forms",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "axiocairn",
      "name": "Axiocairn",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Portfolio risk MCP: exposure values with data dates, method notes and coverage gaps.",
      "url": "https://axiocairn.com/",
      "pricingUrl": "https://axiocairn.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Exposure values with data dates",
        "Method notes",
        "Coverage gaps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance",
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.axiocairn/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://axiocairn.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.axiocairn/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "axitrace",
      "name": "AxiTrace",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "E-commerce revenue, ROAS, campaigns, traffic sources and order journeys from server-side tracking.",
      "url": "https://axitrace.com/",
      "pricingUrl": "https://axitrace.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "E-commerce revenue",
        "ROAS",
        "Campaigns",
        "Traffic sources"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.axitrace/axitrace). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://axitrace.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.axitrace/axitrace",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "b2bprofileapi",
      "name": "B2BProfileAPI",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Real-time B2B professional profiles, company firmographics & org data MCP. OAuth or API key.",
      "url": "https://b2bprofileapi.com/",
      "pricingUrl": "https://b2bprofileapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time B2B professional profiles",
        "Company firmographics & org data MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.b2bprofileapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://b2bprofileapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.b2bprofileapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "backlane",
      "name": "Backlane",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Hosted MCP server for OTTO Market, Kaufland and Mirakl sellers: orders, stock, listings and ads.",
      "url": "https://getbacklane.com/",
      "pricingUrl": "https://getbacklane.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Orders",
        "Stock",
        "Listings",
        "Ads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getbacklane/backlane). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getbacklane.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getbacklane/backlane",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "badgerbell",
      "name": "BadgerBell",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Uptime monitoring and status pages: set up monitors, read incidents, draft status updates.",
      "url": "https://badgerbell.com/",
      "pricingUrl": "https://badgerbell.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Set up monitors",
        "Read incidents",
        "Draft status updates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.badgerbell/badgerbell). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://badgerbell.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.badgerbell/badgerbell",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "balanced-group-maker",
      "name": "Balanced Group Maker",
      "vendor": "Not verified",
      "category": "Teaching tools",
      "description": "Balanced class groups and teams with a real MILP solver: mixed fields, together/apart rules.",
      "url": "https://group-maker.kindoflost.com/",
      "pricingUrl": "https://group-maker.kindoflost.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Mixed fields",
        "Together/apart rules"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers and trainers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kindoflost.group-maker/balanced-group-maker). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://group-maker.kindoflost.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kindoflost.group-maker/balanced-group-maker",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "bananabread",
      "name": "bananabread",
      "vendor": "Not verified",
      "category": "Consumer insights",
      "description": "Consumer sentiment for food and consumer products: what shoppers love, wish for and complain about.",
      "url": "https://bb-product-api-docs.web.app/",
      "pricingUrl": "https://bb-product-api-docs.web.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "What shoppers love",
        "Wish for",
        "Complain about"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "qualitative-analysis"
      ],
      "sectors": [
        "fmcg-consumer-goods"
      ],
      "bestFor": "Consumer brand teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.bananabread/bananabread). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bb-product-api-docs.web.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.bananabread/bananabread",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bannerproof",
      "name": "Bannerproof",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "EU cookie-consent audit: trackers before consent, Reject all, Consent Mode v2, TCF; evidence + fixes.",
      "url": "https://bannerproof.app/",
      "pricingUrl": "https://bannerproof.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Trackers before consent",
        "Reject all",
        "Consent Mode v2",
        "TCF"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.bannerproof/bannerproof). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bannerproof.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.bannerproof/bannerproof",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bark-regulatory-research",
      "name": "BARK Regulatory Research",
      "vendor": "Not verified",
      "category": "Regulatory intelligence",
      "description": "EU banking regulation research, cited to the article, from a versioned knowledge graph.",
      "url": "https://barktechnologies.tech/",
      "pricingUrl": "https://barktechnologies.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "EU banking regulation research",
        "Cited to the article",
        "From a versioned knowledge graph"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs",
        "legal-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Regulatory and policy teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.barktechnologies/bark). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://barktechnologies.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.barktechnologies/bark",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "basedash",
      "name": "Basedash",
      "vendor": "Basedash",
      "category": "Business intelligence",
      "description": "AI analytics platform with self-serve BI, a semantic layer, and verified dashboards; seen on Product Hunt.",
      "url": "https://www.basedash.com/",
      "pricingUrl": "https://www.basedash.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Startup is $1,000 a month plus AI usage for up to 25 users, not per seat. Enterprise is custom.",
      "startingPrice": 1000,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. 14-day free trial with no card required.",
      "features": [
        "Natural-language charts",
        "Verified dashboards",
        "Database connections"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Startups without a dedicated BI team.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.basedash.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.basedash.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "basis",
      "name": "Basis",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "The Excel engine for AI agents: read, check and edit Excel models over MCP.",
      "url": "https://basis1.tech/",
      "pricingUrl": "https://basis1.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Check",
        "Edit Excel models over MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "analyze-data"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.basis1/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://basis1.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.basis1/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "beamline-ui",
      "name": "Beamline UI",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Polished, editable React UI for coding agents: 240+ components, 340+ complete screens.",
      "url": "https://beamline.io/",
      "pricingUrl": "https://beamline.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "240+ components",
        "340+ complete screens"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.beamline/beamline). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://beamline.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.beamline/beamline",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "beatandraise-com",
      "name": "beatandraise.com",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "SEC EDGAR since 1993: search and read filings, insiders, 13F, statements; verify quotes and figures.",
      "url": "https://beatandraise.com/",
      "pricingUrl": "https://beatandraise.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Read filings",
        "Insiders",
        "13F"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.beatandraise/sec-filings). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://beatandraise.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.beatandraise/sec-filings",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "beautiful-ai",
      "name": "Beautiful.ai",
      "vendor": "Beautiful.ai",
      "category": "Presentations",
      "description": "Presentation software with smart templates and AI generation.",
      "url": "https://www.beautiful.ai/",
      "pricingUrl": "https://www.beautiful.ai/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Pro is $14.50 a month billed annually. Team is $40 per user a month billed annually or $50 billed monthly, for 2 to 20 seats.",
      "startingPrice": 14.5,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. 14-day free trial.",
      "features": [
        "Smart slides",
        "AI generation",
        "Team templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Business presenters.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.beautiful.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.beautiful.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "beefi",
      "name": "Beefi",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "US public company data from SEC EDGAR: financials, insider trades, 13F holdings, filings and macro.",
      "url": "https://www.beefi.ai/",
      "pricingUrl": "https://www.beefi.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Financials",
        "Insider trades",
        "13F holdings",
        "Filings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.beefi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.beefi.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.beefi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "beehiiv",
      "name": "beehiiv",
      "vendor": "beehiiv",
      "category": "Newsletters",
      "description": "Newsletter platform with growth tools, monetisation and AI writing.",
      "url": "https://www.beehiiv.com/",
      "pricingUrl": "https://www.beehiiv.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Lite was shown at $49 and Pro at $95 a month with yearly billing. Prices vary with subscriber count, so check your size. Enterprise is custom.",
      "startingPrice": null,
      "currency": null,
      "billing": "annual",
      "freePlan": "Free forever for up to 2,500 subscribers and 1 team seat.",
      "features": [
        "Newsletters",
        "Ad network",
        "AI assist"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "write-and-edit"
      ],
      "sectors": [
        "freelance-creator-economy",
        "media-publishing"
      ],
      "bestFor": "Independent newsletter writers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.beehiiv.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.beehiiv.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bench47",
      "name": "Bench47",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared Markdown memory for your agents: docs, typed collections, files, skills and Dispatch.",
      "url": "https://bench47.com/",
      "pricingUrl": "https://bench47.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Docs",
        "Typed collections",
        "Files",
        "Skills"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bench47/bench47). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bench47.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bench47/bench47",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "benchling",
      "name": "Benchling",
      "vendor": "Benchling",
      "category": "Life-science R&D platform",
      "description": "R&D cloud for notebooks, molecular biology, sample tracking and AI-assisted scientific work.",
      "url": "https://www.benchling.com/",
      "pricingUrl": "https://www.benchling.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Electronic lab notebook",
        "Molecular biology tools",
        "Registry and inventory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "research-evidence"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research"
      ],
      "bestFor": "Biotech and pharma R&D teams standardising experimental data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.benchling.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "benchlm-data",
      "name": "BenchLM Data",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Current AI model rankings, API prices, benchmark results and history from BenchLM.",
      "url": "https://benchlm.ai/",
      "pricingUrl": "https://benchlm.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Current AI model rankings",
        "API prices",
        "Benchmark results",
        "History from BenchLM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.benchlm/data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://benchlm.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.benchlm/data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "benchsci",
      "name": "BenchSci",
      "vendor": "BenchSci",
      "category": "Preclinical research",
      "description": "AI assistant for preclinical R&D that maps biological evidence to experiments and reagents.",
      "url": "https://www.benchsci.com/",
      "pricingUrl": "https://www.benchsci.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Biological evidence search",
        "Experiment planning",
        "Reagent selection"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "research-evidence"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Preclinical scientists planning experiments.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.benchsci.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bento",
      "name": "Bento",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Open-source creator business OS. Sell digital products, book calls, and schedule content via AI.",
      "url": "https://bento.surf/",
      "pricingUrl": "https://bento.surf/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Freelance operations",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (surf.bento/bento). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bento.surf/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=surf.bento/bento",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "beresol-eu-policy-monitors",
      "name": "Beresol EU Policy Monitors",
      "vendor": "Not verified",
      "category": "Regulatory intelligence",
      "description": "Eight EU policy monitors: defence, capital markets, tariffs, AI, quantum, startups, gold, GovTech.",
      "url": "https://beresol.eu/",
      "pricingUrl": "https://beresol.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Defence",
        "Capital markets",
        "Tariffs",
        "Quantum"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Regulatory and policy teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.beresol/monitors). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://beresol.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.beresol/monitors",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "berthtime",
      "name": "BerthTime",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Track ocean containers and shipments: live ETAs, delays, carrier events and share links.",
      "url": "https://berthtime.com/",
      "pricingUrl": "https://berthtime.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live ETAs",
        "Delays",
        "Carrier events",
        "Share links"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.berthtime/berthtime). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://berthtime.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.berthtime/berthtime",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "better-analyst-pdf-to-excel",
      "name": "Better Analyst PDF to Excel",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Turn bank statements, invoices, receipts and other PDFs into Excel workbooks.",
      "url": "https://betteranalyst.com/",
      "pricingUrl": "https://betteranalyst.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn bank statements",
        "Invoices",
        "Receipts",
        "Other PDFs into Excel workbooks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "analyze-data"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.betteranalyst/pdf-to-excel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://betteranalyst.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.betteranalyst/pdf-to-excel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "better-vetters",
      "name": "Better Vetters",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Vet US contractors from official licence and permit records (WA, TX, NYC, OR, CT, PA: Pittsburgh).",
      "url": "https://bettervetters.com/",
      "pricingUrl": "https://bettervetters.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk & compliance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bettervetters/contractor-check). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bettervetters.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bettervetters/contractor-check",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "bewary",
      "name": "Bewary",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Threat intelligence for AI agents: checks URLs, domains, phones, emails, wallets and IBANs for scams.",
      "url": "https://bewary.app/",
      "pricingUrl": "https://bewary.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Checks URLs",
        "Domains",
        "Phones",
        "Emails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.bewary/bewary). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bewary.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.bewary/bewary",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bharatstock",
      "name": "BharatStock",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Indian stock market data: NSE/BSE prices, financials, NIFTY/SENSEX, mutual funds, screener.",
      "url": "https://bharatstockapi.com/",
      "pricingUrl": "https://bharatstockapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "NSE/BSE prices",
        "Financials",
        "NIFTY/SENSEX",
        "Mutual funds"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bharatstockapi/bharatstock-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bharatstockapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bharatstockapi/bharatstock-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "big-dog-mining",
      "name": "Big Dog Mining",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "MSHA mine safety data and search across 22 mining engineering handbooks, with page citations.",
      "url": "https://www.bigdogmining.com/",
      "pricingUrl": "https://www.bigdogmining.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "MSHA mine safety data",
        "Search across 22 mining engineering handbooks",
        "Page citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "risk-compliance"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bigdogmining/mining). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.bigdogmining.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bigdogmining/mining",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "biglysales",
      "name": "BiglySales",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Configure the AI sales assistant (voice, SMS, follow-ups, web calling) of your BiglySales workspace.",
      "url": "https://biglysales.com/",
      "pricingUrl": "https://biglysales.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales & CRM",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.biglysales/biglysales). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://biglysales.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.biglysales/biglysales",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "billdog",
      "name": "BillDog",
      "vendor": "BillDog",
      "category": "Subscription monetization",
      "description": "Paywalls, product analytics, messaging, surveys and authentication for subscription apps on one platform.",
      "url": "https://billdog.io/",
      "pricingUrl": "https://billdog.io/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free up to US$3,000 in monthly tracked revenue. Saver is 0.50% of tracked revenue, and Enterprise is priced by contract.",
      "startingPrice": null,
      "currency": null,
      "billing": "usage-based",
      "freePlan": "Free up to US$3,000 in monthly tracked revenue.",
      "features": [
        "Paywall builder and A/B testing",
        "Subscription and product analytics",
        "Push, in-app, email and SMS messaging",
        "In-app surveys",
        "Authentication and feature flags"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "automate-workflows"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams selling subscriptions in their apps.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official product and pricing pages read on the review date. A separate consumer product called Billdog uses billdog.ai; this listing is billdog.io.",
      "sources": [
        {
          "url": "https://billdog.io/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://billdog.io/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bird",
      "name": "Bird",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Send and receive across email, SMS, WhatsApp, and voice. One API, one contract.",
      "url": "https://bird.com/",
      "pricingUrl": "https://bird.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send and receive across email, SMS, WhatsApp, and voice",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bird/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bird.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bird/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "birdie",
      "name": "Birdie",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Search Birdie screen recordings: transcripts, console logs, network requests, repro steps, frames.",
      "url": "https://birdie.so/",
      "pricingUrl": "https://birdie.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcripts",
        "Console logs",
        "Network requests",
        "Repro steps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.birdie/birdie). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://birdie.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.birdie/birdie",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bisibility",
      "name": "bisibility",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track keyword rankings, research SEO opportunities, and manage bisibility projects with AI agents.",
      "url": "https://bisibility.com/",
      "pricingUrl": "https://bisibility.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track keyword rankings",
        "Research SEO opportunities",
        "And manage bisibility projects with AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bisibility/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bisibility.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bisibility/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bitbybit-cad",
      "name": "Bitbybit CAD",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Bitbybit 3D parametric CAD API, version-exact, for coding agents: search, describe, examples, guide.",
      "url": "https://learn.bitbybit.dev/",
      "pricingUrl": "https://learn.bitbybit.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Describe",
        "Examples",
        "Guide"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.bitbybit/cad). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://learn.bitbybit.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.bitbybit/cad",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "bizom",
      "name": "Bizom",
      "vendor": "Mobisy",
      "category": "Field sales",
      "description": "Retail intelligence and sales force automation for route-to-market in consumer goods.",
      "url": "https://bizom.in/",
      "pricingUrl": "https://bizom.in/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales force automation",
        "Distributor management",
        "Retail execution"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "sales-outreach"
      ],
      "sectors": [
        "fmcg-consumer-goods"
      ],
      "bestFor": "Consumer goods sales in emerging markets.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://bizom.in/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "blackveil",
      "name": "BlackVeil",
      "vendor": "Not verified",
      "category": "Security",
      "description": "DNS and email security scanner with 82 MCP tools for SPF, DMARC, DNSSEC, SSL, and brand audits.",
      "url": "https://www.blackveilsecurity.com/",
      "pricingUrl": "https://www.blackveilsecurity.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DNS and email security scanner with 82 MCP tools for SPF, DMARC",
        "Security"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.blackveilsecurity/dns). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.blackveilsecurity.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.blackveilsecurity/dns",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "blindpay",
      "name": "BlindPay",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Official BlindPay MCP server: stablecoin payouts, payins, quotes and customers for global payments.",
      "url": "https://blindpay.com/",
      "pricingUrl": "https://blindpay.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Stablecoin payouts",
        "Payins",
        "Quotes",
        "Customers for global payments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.blindpay/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://blindpay.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.blindpay/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "block-scholes",
      "name": "Block Scholes",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Derived & aggregated data: vol surfaces, model-implied prices, forward curves. Index from 2020.",
      "url": "https://blockscholes.com/",
      "pricingUrl": "https://blockscholes.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Vol surfaces",
        "Model-implied prices",
        "Forward curves"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.blockscholes/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://blockscholes.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.blockscholes/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "blogfactory",
      "name": "BlogFactory",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Agent control plane for multi-site content ops: research, drafts, review, CMS draft delivery.",
      "url": "https://blogfactory.io/",
      "pricingUrl": "https://blogfactory.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Research",
        "Drafts",
        "Review",
        "CMS draft delivery"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.blogfactory/blogfactory). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://blogfactory.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.blogfactory/blogfactory",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "blogmaker",
      "name": "Blogmaker",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Write and publish blog content, manage native design and settings, and read analytics in Blogmaker.",
      "url": "https://blogmaker.app/",
      "pricingUrl": "https://blogmaker.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write and publish blog content, manage native design and settings",
        "Writing & publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.blogmaker/blogmaker). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://blogmaker.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.blogmaker/blogmaker",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bloom",
      "name": "Bloom",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Design and edit Bloom canvases from AI coding agents with browser OAuth.",
      "url": "https://bloom.diy/",
      "pricingUrl": "https://bloom.diy/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design and edit Bloom canvases from AI coding agents with browser OAuth",
        "Design & visuals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (diy.bloom/bloom). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bloom.diy/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=diy.bloom/bloom",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bloomberg-terminal",
      "name": "Bloomberg Terminal",
      "vendor": "Bloomberg",
      "category": "Financial data",
      "description": "Financial data and analytics terminal with AI-powered summaries and search.",
      "url": "https://www.bloomberg.com/professional/products/bloomberg-terminal/",
      "pricingUrl": "https://www.bloomberg.com/professional/products/bloomberg-terminal/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market data",
        "News and research",
        "AI document search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "economic-modelling"
      ],
      "sectors": [
        "banking-capital-markets",
        "finance-insurance"
      ],
      "bestFor": "Traders, analysts and portfolio managers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.bloomberg.com/professional/products/bloomberg-terminal/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "blue-j",
      "name": "Blue J",
      "vendor": "Blue J",
      "category": "Tax research",
      "description": "AI tax research that answers questions with citations to authoritative sources.",
      "url": "https://www.bluej.com/",
      "pricingUrl": "https://www.bluej.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Individual is $1,498 a year per user. Team pricing is by contacting sales.",
      "startingPrice": 1498,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. 7-day free trial with no card required.",
      "features": [
        "Tax Q&A",
        "Authoritative citations",
        "Scenario analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit",
        "legal-research"
      ],
      "sectors": [
        "accounting-audit-tax",
        "legal-professional-services"
      ],
      "bestFor": "Tax advisers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.bluej.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.bluej.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "blue-yonder",
      "name": "Blue Yonder",
      "vendor": "Blue Yonder",
      "category": "Supply chain planning",
      "description": "AI supply chain planning and execution for retail and consumer goods.",
      "url": "https://blueyonder.com/",
      "pricingUrl": "https://blueyonder.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Demand planning",
        "Replenishment",
        "Warehouse execution"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "retail-ecommerce",
        "manufacturing"
      ],
      "bestFor": "Supply chain planners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://blueyonder.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bluedot",
      "name": "BlueDot",
      "vendor": "BlueDot",
      "category": "Disease surveillance",
      "description": "Infectious disease intelligence for health agencies and companies.",
      "url": "https://bluedot.global/",
      "pricingUrl": "https://bluedot.global/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Outbreak intelligence",
        "Risk reports",
        "Alerts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "risk-compliance"
      ],
      "sectors": [
        "public-health-epidemiology",
        "government-public-services"
      ],
      "bestFor": "Public-health and travel-risk teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://bluedot.global/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "blueticks-whatsapp",
      "name": "Blueticks WhatsApp",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "WhatsApp MCP on your own number: read chats, search contacts, send messages.",
      "url": "https://blueticks.co/",
      "pricingUrl": "https://blueticks.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read chats",
        "Search contacts",
        "Send messages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.blueticks/blueticks). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://blueticks.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.blueticks/blueticks",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bob-research-tools",
      "name": "Bob Research Tools",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Web research, news, company briefs, fact-checks and US weather data for AI agents.",
      "url": "https://bob.assimilatethis.com/",
      "pricingUrl": "https://bob.assimilatethis.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web research",
        "News",
        "Company briefs",
        "Fact-checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.assimilatethis.bob/research-tools). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bob.assimilatethis.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.assimilatethis.bob/research-tools",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "bolt",
      "name": "Bolt",
      "vendor": "StackBlitz",
      "category": "App building",
      "description": "Prompt, run and deploy full-stack web apps in the browser.",
      "url": "https://bolt.new/",
      "pricingUrl": "https://bolt.new/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $25 a month and Teams is $30 per member a month, with up to 28% off yearly. Enterprise is custom.",
      "startingPrice": 25,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "300K tokens a day and 1M a month, with Bolt branding.",
      "features": [
        "Browser dev environment",
        "Deploy",
        "Agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers prototyping quickly.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://bolt.new/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://bolt.new/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bondery",
      "name": "Bondery",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Open-source personal CRM for building better bonds.",
      "url": "https://usebondery.com/",
      "pricingUrl": "https://usebondery.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales & CRM",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.usebondery/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usebondery.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.usebondery/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bonsai",
      "name": "Bonsai",
      "vendor": "Bonsai",
      "category": "Freelance operations",
      "description": "Proposals, contracts, invoices and time tracking for freelancers.",
      "url": "https://www.hellobonsai.com/",
      "pricingUrl": "https://www.hellobonsai.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Basic is $9, Essentials $19, Premium $29 and Elite $49 per user a month, billed annually. Elite has a 3-user minimum.",
      "startingPrice": 9,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Proposals and contracts",
        "Invoicing",
        "Time tracking"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "finance-accounting"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Solo service businesses.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.hellobonsai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.hellobonsai.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "book-by-book",
      "name": "book by book",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Add books to Square by ISBN, plan restocks, import invoices and build orders for your bookstore.",
      "url": "https://bookbybook.app/",
      "pricingUrl": "https://bookbybook.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Add books to Square by ISBN",
        "Plan restocks",
        "Import invoices",
        "Build orders for your bookstore"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.bookbybook/bookbybook). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bookbybook.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.bookbybook/bookbybook",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bootform",
      "name": "BootForm",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Form backend for static sites: create forms, route submissions to email, Discord, Slack or webhooks.",
      "url": "https://bootform.com/",
      "pricingUrl": "https://bootform.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create forms",
        "Route submissions to email",
        "Discord",
        "Slack or webhooks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bootform/bootform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bootform.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bootform/bootform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bootleads",
      "name": "BootLeads",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Ecommerce leads: search millions of online stores by platform, tech stack and apps, with contacts.",
      "url": "https://bootleads.com/",
      "pricingUrl": "https://bootleads.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search millions of online stores by platform",
        "Tech stack",
        "Apps",
        "Contacts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bootleads/bootleads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bootleads.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bootleads/bootleads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bordfeed",
      "name": "Bordfeed",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search current job listings and manage saved job feeds for job boards and newsletters.",
      "url": "https://bordfeed.com/",
      "pricingUrl": "https://bordfeed.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search current job listings",
        "Manage saved job feeds for job boards",
        "Newsletters"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bordfeed/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bordfeed.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bordfeed/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "botika",
      "name": "Botika",
      "vendor": "Botika",
      "category": "Fashion photography",
      "description": "Generates on-model fashion photos from product shots.",
      "url": "https://botika.com/",
      "pricingUrl": "https://botika.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI fashion models",
        "On-model imagery",
        "Catalog production"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design",
        "edit-photos"
      ],
      "sectors": [
        "fashion-apparel-design",
        "retail-ecommerce"
      ],
      "bestFor": "Apparel ecommerce brands.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://botika.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "boulevard",
      "name": "Boulevard",
      "vendor": "Boulevard",
      "category": "Salon & spa",
      "description": "Client experience and scheduling platform for salons and medspas.",
      "url": "https://www.joinblvd.com/",
      "pricingUrl": "https://www.joinblvd.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Essentials is $143 a month for one location. Premier is $234 and Prestige $328 per location at a limited-time offer, normally $293 and $410. Enterprise is custom.",
      "startingPrice": 143,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Precision scheduling",
        "Payments",
        "Client profiles"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "automate-workflows"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Multi-location salons.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.joinblvd.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.joinblvd.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bouncelayer",
      "name": "BounceLayer",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Check if an email address is real before you send, with a plain-English reason for every result.",
      "url": "https://bouncelayer.com/",
      "pricingUrl": "https://bouncelayer.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales & CRM",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bouncelayer/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bouncelayer.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bouncelayer/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bradshaw-uk-funding-rounds",
      "name": "Bradshaw UK funding rounds",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "UK private-company funding rounds from Companies House filings, each linked to its filing.",
      "url": "https://bradshawdata.com/",
      "pricingUrl": "https://bradshawdata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.bradshawdata/bradshaw). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bradshawdata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.bradshawdata/bradshaw",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "brandfetch",
      "name": "Brandfetch",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Search brands and pull logos, colors and company data from Brandfetch.",
      "url": "https://brandfetch.io/",
      "pricingUrl": "https://brandfetch.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search brands",
        "Pull logos",
        "Colors",
        "Company data from Brandfetch"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.brandfetch/brandfetch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://brandfetch.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.brandfetch/brandfetch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "breazyinsights",
      "name": "BreazyInsights",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Search, count and export all 3.6M active Dutch companies (KVK) with e-mail, phone and contacts.",
      "url": "https://breazyinsights.nl/",
      "pricingUrl": "https://breazyinsights.nl/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, count and export all 3.6M active Dutch companies (KVK)",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (nl.breazyinsights/breazyinsights). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://breazyinsights.nl/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=nl.breazyinsights/breazyinsights",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "brontir-research",
      "name": "BRONTIR Research",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Web research across search, Reddit, YouTube, reviews and ad libraries, with line-numbered citations.",
      "url": "https://brontir.com/",
      "pricingUrl": "https://brontir.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web research across search",
        "Reddit",
        "YouTube",
        "Reviews"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "research-evidence"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.brontir/research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://brontir.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.brontir/research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "browserless",
      "name": "Browserless",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Official Browserless MCP server: browser automation, scraping, screenshots and PDFs for AI agents.",
      "url": "https://browserless.io/",
      "pricingUrl": "https://browserless.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Browser automation",
        "Scraping",
        "Screenshots",
        "PDFs for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.browserless/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://browserless.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.browserless/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "browzwear",
      "name": "Browzwear",
      "vendor": "Browzwear",
      "category": "Fashion design",
      "description": "3D apparel design and visual selling tools for fashion businesses.",
      "url": "https://browzwear.com/",
      "pricingUrl": "https://browzwear.com/pricing-plans",
      "pricingModel": "Paid",
      "pricingSummary": "Freelancer is $75 a month or $750 a year. FreelancerPlus is $150 a month or $1,500 a year. Teams is $3,950 a year. Enterprise is custom.",
      "startingPrice": 75,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "3D apparel design",
        "Virtual showrooms",
        "Fit simulation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design"
      ],
      "sectors": [
        "fashion-apparel-design",
        "retail-ecommerce"
      ],
      "bestFor": "Apparel brands reducing physical samples.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://browzwear.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://browzwear.com/pricing-plans",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bucky",
      "name": "Bucky",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Compare markets, find lots that fit a buy box, and check what a site allows, with cited sources.",
      "url": "https://buckybuild.com/",
      "pricingUrl": "https://buckybuild.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Compare markets",
        "Find lots that fit a buy box",
        "And check what a site allows",
        "Cited sources"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.buckybuild/bucky). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://buckybuild.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.buckybuild/bucky",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "buffer",
      "name": "Buffer",
      "vendor": "Buffer",
      "category": "Social scheduling",
      "description": "Schedules social posts with an AI assistant for ideas and rewrites.",
      "url": "https://buffer.com/",
      "pricingUrl": "https://buffer.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Essentials is $5 and Team $10 per channel a month, billed yearly.",
      "startingPrice": 5,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Up to 3 channels and 10 scheduled posts per channel.",
      "features": [
        "Post scheduling",
        "AI assistant",
        "Analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy",
        "marketing-advertising"
      ],
      "bestFor": "Solo creators and small teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://buffer.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://buffer.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "bugasura",
      "name": "Bugasura",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Bug tracking and test management: issues, test cases, sprints, runs, requirements and KB.",
      "url": "https://bugasura.io/",
      "pricingUrl": "https://bugasura.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Issues",
        "Test cases",
        "Sprints",
        "Runs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.bugasura/bugasura). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bugasura.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.bugasura/bugasura",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "buildcord",
      "name": "Buildcord",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Build and change Discord bots by describing them: slash commands, events, embeds, modals and data.",
      "url": "https://buildcord.dev/",
      "pricingUrl": "https://buildcord.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Slash commands",
        "Events",
        "Embeds",
        "Modals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.buildcord/buildcord). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://buildcord.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.buildcord/buildcord",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "builders-in-fintech",
      "name": "Builders in Fintech",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Fintech companies, products, rounds, investors, news, Agent-Ready scores. keyless, CC BY 4.0.",
      "url": "https://buildersinfintech.ai/",
      "pricingUrl": "https://buildersinfintech.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fintech companies",
        "Products",
        "Rounds",
        "Investors"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.buildersinfintech/fintech-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://buildersinfintech.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.buildersinfintech/fintech-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "buildots",
      "name": "Buildots",
      "vendor": "Buildots",
      "category": "Construction progress",
      "description": "Hard-hat cameras and AI that track construction progress against plans.",
      "url": "https://buildots.com/",
      "pricingUrl": "https://buildots.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Progress tracking",
        "Delay forecasting",
        "Site capture"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Construction project teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://buildots.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "buildwright",
      "name": "Buildwright",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Indian business compliance answers: MCA late fees, filing calendar, cheque bounce, MSME interest.",
      "url": "https://buildwright.co.in/",
      "pricingUrl": "https://buildwright.co.in/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "MCA late fees",
        "Filing calendar",
        "Cheque bounce",
        "MSME interest"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (in.co.buildwright/compliance). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://buildwright.co.in/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=in.co.buildwright/compliance",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "busy-accounting",
      "name": "Busy Accounting",
      "vendor": "Busy Infotech",
      "category": "Trade accounting",
      "description": "Accounting and inventory software for small and medium traders.",
      "url": "https://busy.in/",
      "pricingUrl": "https://busy.in/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "BUSY 21 plans shown at ₹11,000 for Basic, ₹16,500 for Standard and ₹22,000 for Enterprise. The licence term was not confirmed on the reviewed page.",
      "startingPrice": 11000,
      "currency": "INR",
      "billing": "not verified",
      "freePlan": "BUSY Express is free billing and accounting. A 15-day trial is also offered.",
      "features": [
        "GST accounting",
        "Godown stock",
        "Order management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution"
      ],
      "bestFor": "Traders and small manufacturers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://busy.in/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://busy.in/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "buzzabout",
      "name": "buzzabout",
      "vendor": "Not verified",
      "category": "Surveys & research",
      "description": "Social media research for AI agents: analyzed themes, audiences and research answers, not raw posts.",
      "url": "https://buzzabout.ai/",
      "pricingUrl": "https://buzzabout.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Analyzed themes",
        "Audiences",
        "Research answers",
        "Not raw posts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Researchers running surveys and interviews.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.buzzabout/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://buzzabout.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.buzzabout/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "buzzmark",
      "name": "Buzzmark",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "A ghostwriter that writes, plans and schedules social media posts in your business's own voice.",
      "url": "https://buzzmark.ai/",
      "pricingUrl": "https://buzzmark.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "A ghostwriter that writes",
        "Plans"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "write-and-edit"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.buzzmark/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://buzzmark.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.buzzmark/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "bytebase",
      "name": "Bytebase",
      "vendor": "Bytebase",
      "category": "Schema migration",
      "description": "Database change management with review workflows and SQL checks.",
      "url": "https://www.bytebase.com/",
      "pricingUrl": "https://www.bytebase.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $20 per user a month. Enterprise is by contacting sales.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Community is free for up to 20 users and 10 database instances.",
      "features": [
        "Schema review",
        "Change approvals",
        "Access control"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling",
        "database-administration"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Teams reviewing production database changes.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.bytebase.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.bytebase.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "calcforms",
      "name": "CalcForms",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Turn a spreadsheet into a quote calculator by chatting. Every submission arrives with the math done.",
      "url": "https://forms.badabingapp.cc/",
      "pricingUrl": "https://forms.badabingapp.cc/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Freelance operations",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cc.badabingapp.forms/calcforms). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://forms.badabingapp.cc/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cc.badabingapp.forms/calcforms",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "calendesk",
      "name": "Calendesk",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Manage Calendesk bookings, customers, employees and services from AI assistants. OAuth sign-in.",
      "url": "https://calendesk.com/",
      "pricingUrl": "https://calendesk.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage Calendesk bookings",
        "Customers",
        "Employees",
        "Services from AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.calendesk/calendesk). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://calendesk.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.calendesk/calendesk",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "caly",
      "name": "Caly",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Scheduling: event types, open slots, and booking, rescheduling or cancelling meetings in Caly.",
      "url": "https://trycaly.com/",
      "pricingUrl": "https://trycaly.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Event types",
        "Open slots",
        "And booking",
        "Rescheduling or cancelling meetings in Caly"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.trycaly/caly). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trycaly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.trycaly/caly",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "camberstack",
      "name": "Camberstack",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Hosted MCP for Google Ads, Search Console, GA4, Merchant Center, Tag Manager: approve every change.",
      "url": "https://camberstack.io/",
      "pricingUrl": "https://camberstack.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.camberstack/google-ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://camberstack.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.camberstack/google-ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "camclo-ai",
      "name": "CamClo AI",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "Make product photos and ads, and run Meta and Google Ads campaigns, from your AI app.",
      "url": "https://camclo3d.com/",
      "pricingUrl": "https://camclo3d.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Make product photos",
        "Ads",
        "And run Meta",
        "Google Ads campaigns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos",
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.camclo3d/camclo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://camclo3d.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.camclo3d/camclo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "canary-technologies",
      "name": "Canary Technologies",
      "vendor": "Canary Technologies",
      "category": "Guest experience",
      "description": "Guest management with AI messaging, digital check-in and upsells for hotels.",
      "url": "https://www.canarytechnologies.com/",
      "pricingUrl": "https://www.canarytechnologies.com/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "AI guest messaging",
        "Digital check-in",
        "Upsells"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations",
        "customer-support"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel front-office teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.canarytechnologies.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.canarytechnologies.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "canopy-api",
      "name": "Canopy API",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Amazon product API & MCP server: search, prices, ratings, sellers, deals, and ASIN lookup by Canopy.",
      "url": "https://canopyapi.co/",
      "pricingUrl": "https://canopyapi.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Prices",
        "Ratings",
        "Sellers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.canopyapi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://canopyapi.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.canopyapi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "canva-ai",
      "name": "Canva AI",
      "vendor": "Canva",
      "category": "Design and visual content",
      "description": "AI-assisted creation and editing of presentations, images, documents, and marketing visuals in Canva's design workspace.",
      "url": "https://www.canva.com/canva-ai/",
      "pricingUrl": "https://www.canva.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free, Pro, Business, and Enterprise plans. Paid tiers expand AI allowances; a reliable USD price was not exposed in the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Limited Standard and Premium AI access; no Ultra AI access in the reviewed Free plan.",
      "features": [
        "Prompt-based design creation",
        "AI image generation",
        "Magic Write",
        "AI photo editing",
        "Presentation creation"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "create-visuals",
        "write-and-edit",
        "create-video-audio"
      ],
      "bestFor": "Marketing teams, teachers, and business owners producing everyday visual communication.",
      "limitations": [
        "AI tools share plan-specific usage allowances.",
        "Advanced models and some design assets require paid access."
      ],
      "verificationNotes": "Product and pricing pages opened. Numerical USD price unavailable in extracted pricing page; integrations left unverified.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.canva.com/canva-ai/",
          "label": "Canva AI official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.canva.com/pricing/",
          "label": "Canva AI official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "capable-cap-table",
      "name": "Capable Cap Table",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Your startup's cap table in Claude or ChatGPT: ownership, vesting, 409A, round models and exits.",
      "url": "https://capable.so/",
      "pricingUrl": "https://capable.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ownership",
        "Vesting",
        "409A",
        "Round models"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.capable/cap-table). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://capable.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.capable/cap-table",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "capcut",
      "name": "CapCut",
      "vendor": "ByteDance",
      "category": "Video editing",
      "description": "Video editor with auto-captions, templates and AI effects for social content.",
      "url": "https://www.capcut.com/",
      "pricingUrl": "https://www.capcut.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Auto-captions",
        "Templates",
        "AI effects"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy",
        "marketing-advertising"
      ],
      "bestFor": "Short-form video creators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.capcut.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cape-partners-exchange",
      "name": "Cape Partners Exchange",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Read-only M&A deal flow: ranked targets and buyers, valuations, and specialist partner services.",
      "url": "https://www.capepartners.fr/",
      "pricingUrl": "https://www.capepartners.fr/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ranked targets",
        "Buyers",
        "Valuations",
        "And specialist partner services"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (fr.capepartners/cape-exchange). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.capepartners.fr/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=fr.capepartners/cape-exchange",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "capt-rio",
      "name": "Captário",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Brazilian B2B buying signals and company data by CNPJ, plus rural property checks by CAR code.",
      "url": "https://captario.com.br/",
      "pricingUrl": "https://captario.com.br/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Brazilian B2B buying signals",
        "Company data by CNPJ",
        "Rural property checks by CAR code"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (br.com.captario/captario). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://captario.com.br/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=br.com.captario/captario",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "capture-one",
      "name": "Capture One",
      "vendor": "Capture One",
      "category": "Photo editing",
      "description": "Raw processing and tethered capture with AI culling tools for studios.",
      "url": "https://www.captureone.com/en",
      "pricingUrl": "https://www.captureone.com/en/pricing/capture-one-pro",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tethered capture",
        "Raw processing",
        "AI culling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "freelance-creator-economy",
        "fashion-apparel-design"
      ],
      "bestFor": "Studio and commercial photographers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.captureone.com/en",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "capturekit",
      "name": "CaptureKit",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Capture websites as PNG, JPEG, WebP or PDF, extract their content, or analyse them with AI.",
      "url": "https://www.capturekit.dev/",
      "pricingUrl": "https://www.capturekit.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Capture websites as PNG",
        "JPEG",
        "WebP or PDF",
        "Extract their content"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.capturekit/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.capturekit.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.capturekit/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "carbone",
      "name": "Carbone",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Automate enterprise-grade documents from templates, merge and 100+ conversions: PDF, Office, HTML.",
      "url": "https://carbone.io/",
      "pricingUrl": "https://carbone.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "PDF",
        "Office",
        "HTML"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.carbone/carbone-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://carbone.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.carbone/carbone-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "carbonmeld",
      "name": "CarbonMeld",
      "vendor": "Not verified",
      "category": "Sustainability",
      "description": "Read-only carbon credit project ratings, registry facts, offer checks and buyer retirements.",
      "url": "https://carbonmeld.com/",
      "pricingUrl": "https://carbonmeld.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only carbon credit project ratings",
        "Registry facts",
        "Offer checks",
        "Buyer retirements"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "climate-sustainability"
      ],
      "sectors": [
        "water-waste-environment"
      ],
      "bestFor": "Sustainability and climate teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.carbonmeld/carbonmeld). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://carbonmeld.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.carbonmeld/carbonmeld",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "carriertrail",
      "name": "CarrierTrail",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "US carrier lookup from public FMCSA data: USDOT/MC records, authority, insurance, safety.",
      "url": "https://carriertrail.com/",
      "pricingUrl": "https://carriertrail.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "USDOT/MC records",
        "Authority",
        "Insurance",
        "Safety"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.carriertrail/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://carriertrail.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.carriertrail/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "cas-scifinder",
      "name": "CAS SciFinder",
      "vendor": "CAS",
      "category": "Chemistry search",
      "description": "Chemistry and reaction search over CAS curated content.",
      "url": "https://www.cas.org/solutions/cas-scifinder-discovery-platform",
      "pricingUrl": "https://www.cas.org/solutions/cas-scifinder-discovery-platform",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Substance search",
        "Reaction planning",
        "Patents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "chemistry-materials",
        "research-evidence"
      ],
      "sectors": [
        "chemistry-materials-science",
        "pharma-biotech"
      ],
      "bestFor": "Chemists at subscribing organisations.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.cas.org/solutions/cas-scifinder-discovery-platform",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "caspian",
      "name": "Caspian",
      "vendor": "Not verified",
      "category": "Security",
      "description": "See and manage your company's apps, access, devices and spend from your AI assistant.",
      "url": "https://getcaspian.io/",
      "pricingUrl": "https://getcaspian.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See and manage your company's apps, access, devices and spend from your",
        "Security"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.getcaspian/caspian). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getcaspian.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.getcaspian/caspian",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cassit",
      "name": "Cassit",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Compose, schedule and review social posts, read insights, and work the approval tray.",
      "url": "https://cassit.app/",
      "pricingUrl": "https://cassit.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Compose, schedule and review social posts, read insights, and work",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.cassit/cassit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cassit.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.cassit/cassit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "causaly",
      "name": "Causaly",
      "vendor": "Causaly",
      "category": "Biomedical research",
      "description": "Biomedical knowledge platform that surfaces cause-and-effect evidence across scientific literature.",
      "url": "https://www.causaly.com/",
      "pricingUrl": "https://www.causaly.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Causal literature graph",
        "Target assessment",
        "Evidence summaries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "research-evidence"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research"
      ],
      "bestFor": "R&D and medical affairs teams reviewing biomedical evidence.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.causaly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cavyro",
      "name": "Cavyro",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Telegram-native CRM for agents: contacts, deals, projects, tasks, campaigns, docs and reports.",
      "url": "https://cavyro.com/",
      "pricingUrl": "https://cavyro.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Contacts",
        "Deals",
        "Projects",
        "Tasks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.cavyro/cavyro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cavyro.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.cavyro/cavyro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "celerapi",
      "name": "CelerAPI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "21 tools for company and LEI research, SEC filings, FX, time zones and OFAC wallet screening.",
      "url": "https://www.celerapi.com/",
      "pricingUrl": "https://www.celerapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "21 tools for company",
        "LEI research",
        "SEC filings",
        "Time zones"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "risk-compliance"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.celerapi/celerapi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.celerapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.celerapi/celerapi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "centillion",
      "name": "Centillion",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build and test Centillion AI agents. Publishing waits for a person's approval.",
      "url": "https://cntillion.com/",
      "pricingUrl": "https://cntillion.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and test Centillion AI agents",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.cntillion/centillion). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cntillion.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.cntillion/centillion",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "centric-plm",
      "name": "Centric PLM",
      "vendor": "Centric Software",
      "category": "Product lifecycle",
      "description": "Product lifecycle management for fashion, retail and consumer goods.",
      "url": "https://www.centricsoftware.com/",
      "pricingUrl": "https://www.centricsoftware.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Line planning",
        "Sourcing",
        "Product development"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design",
        "manage-projects"
      ],
      "sectors": [
        "fashion-apparel-design",
        "retail-ecommerce"
      ],
      "bestFor": "Fashion product and sourcing teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.centricsoftware.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "certara",
      "name": "Certara",
      "vendor": "Certara",
      "category": "Biosimulation",
      "description": "Biosimulation and regulatory science software, including pharmacokinetic modelling.",
      "url": "https://www.certara.com/",
      "pricingUrl": "https://www.certara.com/wp-content/uploads/2023/05/Pricing.png",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "PK/PD modelling",
        "Biosimulation",
        "Regulatory writing support"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "regulatory-affairs"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Pharmacometricians and regulatory scientists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.certara.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "certgio",
      "name": "Certgio",
      "vendor": "Not verified",
      "category": "Insurance",
      "description": "Check a certificate of insurance (COI) against contract insurance requirements. US only.",
      "url": "https://certgio.com/",
      "pricingUrl": "https://certgio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Insurance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial",
        "risk-compliance"
      ],
      "sectors": [
        "insurance-actuarial"
      ],
      "bestFor": "Insurance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.certgio/coi-check). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://certgio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.certgio/coi-check",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chainsaw-package-firewall",
      "name": "Chainsaw package firewall",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Package firewall for agents: route npm, pip and docker installs through Chainsaw.",
      "url": "https://chain305.com/",
      "pricingUrl": "https://chain305.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Route npm",
        "Pip",
        "Docker installs through Chainsaw"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.chain305/chainsaw). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chain305.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.chain305/chainsaw",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chargerdojo",
      "name": "ChargerDojo",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "OCPI versions, checks and payload validation, plus your own test runs and run starts with a key.",
      "url": "https://chargerdojo.com/",
      "pricingUrl": "https://chargerdojo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "OCPI versions",
        "Checks",
        "Payload validation",
        "Your own test runs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "automotive-mobility"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.chargerdojo/ocpi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chargerdojo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.chargerdojo/ocpi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chargezen-smartytap",
      "name": "Chargezen SmartyTap",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "SmartyTap email and text flows, campaigns, surveys, WhatsApp templates, people and the inbox.",
      "url": "https://chargezen.com/",
      "pricingUrl": "https://chargezen.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SmartyTap email",
        "Text flows",
        "Campaigns",
        "Surveys"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.chargezen/smartytap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chargezen.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.chargezen/smartytap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chartbrew",
      "name": "Chartbrew",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Chartbrew connects your data to dashboards. Explore data and create chart previews through MCP.",
      "url": "https://chartbrew.com/",
      "pricingUrl": "https://chartbrew.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data analysis",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.chartbrew/chartbrew). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chartbrew.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.chartbrew/chartbrew",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chartdb",
      "name": "ChartDB",
      "vendor": "ChartDB",
      "category": "Schema design",
      "description": "Open-source database diagram editor that visualises schemas and exports DDL.",
      "url": "https://chartdb.io/",
      "pricingUrl": "https://chartdb.io/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Schema import",
        "ER diagrams",
        "DDL export"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams visualising an existing database.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://chartdb.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "chartquery",
      "name": "ChartQuery",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Generate chart images, diagrams, barcodes, QR codes and thermal labels on demand. PNG, SVG or PDF o….",
      "url": "https://www.chartquery.com/",
      "pricingUrl": "https://www.chartquery.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate chart images",
        "Diagrams",
        "Barcodes",
        "QR codes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.chartquery/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.chartquery.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.chartquery/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chatbotx",
      "name": "ChatbotX",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Omnichannel customer messaging, CRM contacts, flows, sequences, broadcasts, and AI automation.",
      "url": "https://chatbotx.io/",
      "pricingUrl": "https://chatbotx.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Omnichannel customer messaging",
        "CRM contacts",
        "Flows",
        "Sequences"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.chatbotx/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chatbotx.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.chatbotx/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chatgpt",
      "name": "ChatGPT",
      "vendor": "OpenAI",
      "category": "General assistant",
      "description": "An assistant for writing, research, files, images, data exploration, and coding.",
      "url": "https://chatgpt.com/",
      "pricingUrl": "https://chatgpt.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free and paid personal and business plans. A localized numeric price was not available in the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Free has limited uploads, image generation, research, and advanced features.",
      "features": [
        "File analysis",
        "Web research",
        "Image creation",
        "Writing and coding"
      ],
      "integrations": [],
      "platforms": [
        "Web",
        "iOS",
        "Android"
      ],
      "tasks": [
        "write-and-edit",
        "analyze-data",
        "create-visuals",
        "write-and-test-code",
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Individuals and teams needing a broad assistant.",
      "limitations": [
        "Verify factual claims and generated code.",
        "Usage limits and data terms vary by plan."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://chatgpt.com/pricing/",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Numeric price intentionally unverified; consult the live plan page.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "chatseo",
      "name": "ChatSEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI SEO agent on your Google Search Console data: audits, quick wins, content, WordPress publishing.",
      "url": "https://chatseo.app/",
      "pricingUrl": "https://chatseo.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Audits",
        "Quick wins",
        "Content",
        "WordPress publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.chatseo/chatseo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chatseo.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.chatseo/chatseo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cheapxapi",
      "name": "cheapxapi",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Twitter (X) data for agents: profiles, tweets, search, followers, lists.",
      "url": "https://cheapxapi.com/",
      "pricingUrl": "https://cheapxapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Profiles",
        "Tweets",
        "Search",
        "Followers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.cheapxapi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cheapxapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.cheapxapi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "checkbox",
      "name": "Checkbox",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Auto-renewal law compliance (ROSCA, CA, NY, other states) for subscription checkout and emails.",
      "url": "https://checkbox.site/",
      "pricingUrl": "https://checkbox.site/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk & compliance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (site.checkbox/checkbox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://checkbox.site/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=site.checkbox/checkbox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "checkmx",
      "name": "CheckMX",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Verify emails and review cold email campaigns, mailboxes, replies and deliverability in CheckMX.",
      "url": "https://checkmx.dev/",
      "pricingUrl": "https://checkmx.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Verify emails",
        "Review cold email campaigns",
        "Mailboxes",
        "Replies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.checkmx/checkmx). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://checkmx.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.checkmx/checkmx",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chemify",
      "name": "Chemify",
      "vendor": "Chemify",
      "category": "Digital chemistry",
      "description": "Automated synthesis and digital chemistry platform for designing and making molecules.",
      "url": "https://www.chemify.io/",
      "pricingUrl": "https://www.chemify.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Automated synthesis",
        "Digital chemistry code",
        "Molecule design"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "chemistry-materials"
      ],
      "sectors": [
        "pharma-biotech",
        "chemistry-materials-science"
      ],
      "bestFor": "Chemistry teams exploring automated synthesis.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.chemify.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "chirpy",
      "name": "Chirpy",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Write, design and schedule social posts in your brand's voice and reply to comments.",
      "url": "https://chirpy.me/",
      "pricingUrl": "https://chirpy.me/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write, design and schedule social posts in your brand's voice and reply",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (me.chirpy/chirpy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chirpy.me/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=me.chirpy/chirpy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "chronotab",
      "name": "ChronoTab",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Log time on GitHub issues and pull requests: timers, entries, missing days, client hours.",
      "url": "https://chronotab.com/",
      "pricingUrl": "https://chronotab.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Timers",
        "Entries",
        "Missing days",
        "Client hours"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.chronotab/chronotab). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chronotab.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.chronotab/chronotab",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cin7",
      "name": "Cin7",
      "vendor": "Cin7",
      "category": "Inventory management",
      "description": "Inventory and order management for product businesses with an AI forecasting assistant.",
      "url": "https://www.cin7.com/",
      "pricingUrl": "https://www.cin7.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Standard is $349 and Pro $599 a month for new customers, excluding taxes. Higher plans were not confirmed on the reviewed page.",
      "startingPrice": 349,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. Free trial offered.",
      "features": [
        "Inventory control",
        "B2B portal",
        "Forecasting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "plan-supply-chain"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Wholesale and multi-channel product companies.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.cin7.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.cin7.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "circana",
      "name": "Circana",
      "vendor": "Circana",
      "category": "Consumer goods data",
      "description": "Consumer and retail purchase data and analytics, formed from IRI and NPD.",
      "url": "https://www.circana.com/",
      "pricingUrl": "https://www.circana.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Purchase data",
        "Category analytics",
        "Demand insight"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "market-investment-research"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "retail-ecommerce"
      ],
      "bestFor": "Category managers and insights teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.circana.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cite42",
      "name": "Cite42",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI visibility and SEO data for AI agents: citations, keywords, trends, and scheduled trackers.",
      "url": "https://www.cite42.dev/",
      "pricingUrl": "https://www.cite42.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Citations",
        "Keywords",
        "Trends",
        "And scheduled trackers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.cite42/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.cite42.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.cite42/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cited",
      "name": "Cited",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Measure and improve how often AI assistants cite your business: GEO audits, fixes, and docs.",
      "url": "https://youcited.com/",
      "pricingUrl": "https://youcited.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "GEO audits",
        "Fixes",
        "And docs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.youcited/cited). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://youcited.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.youcited/cited",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "citehawk",
      "name": "CiteHawk",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI visibility for brands and agencies: scores, rankings, prompts, source gaps, evidence. OAuth.",
      "url": "https://www.citehawk.com/",
      "pricingUrl": "https://www.citehawk.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scores",
        "Rankings",
        "Prompts",
        "Source gaps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.citehawk/citehawk). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.citehawk.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.citehawk/citehawk",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "citrine-informatics",
      "name": "Citrine Informatics",
      "vendor": "Citrine Informatics",
      "category": "Materials informatics",
      "description": "AI platform for developing materials and chemicals faster.",
      "url": "https://citrine.io/",
      "pricingUrl": "https://citrine.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Materials data",
        "Sequential learning",
        "Formulation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "chemistry-materials"
      ],
      "sectors": [
        "chemistry-materials-science",
        "manufacturing"
      ],
      "bestFor": "Materials R&D teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://citrine.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "claraconverts",
      "name": "ClaraConverts",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Install Clara, an AI agent website visitors talk to by voice or text.",
      "url": "https://claraconverts.com/",
      "pricingUrl": "https://claraconverts.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales & CRM",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.claraconverts/clara). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://claraconverts.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.claraconverts/clara",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "clarifo",
      "name": "Clarifo",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Source-cited financial research on US and Nordic company filings.",
      "url": "https://www.clarifo.com/",
      "pricingUrl": "https://www.clarifo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Source-cited financial research on US",
        "Nordic company filings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.clarifo/clarifo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.clarifo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.clarifo/clarifo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "claro",
      "name": "Claro",
      "vendor": "Not verified",
      "category": "Online courses",
      "description": "Build, edit and update narrated, interactive training courses from your documents.",
      "url": "https://www.tryclaro.ai/",
      "pricingUrl": "https://www.tryclaro.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, edit and update narrated, interactive training courses from your",
        "Online courses"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Course creators and educators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.tryclaro/claro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.tryclaro.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.tryclaro/claro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "claude",
      "name": "Claude",
      "vendor": "Anthropic",
      "category": "General assistant",
      "description": "A conversational assistant for documents, research, analysis, and software work.",
      "url": "https://claude.ai/",
      "pricingUrl": "https://claude.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is USD 20/month; annual billing is USD 200 upfront. Higher-use and team plans are separate.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free access has usage limits.",
      "features": [
        "Document creation",
        "Code execution",
        "Web search",
        "Projects and artifacts"
      ],
      "integrations": [],
      "platforms": [
        "Web",
        "Desktop",
        "Mobile"
      ],
      "tasks": [
        "write-and-edit",
        "analyze-data",
        "write-and-test-code",
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Knowledge workers and developers handling documents and code.",
      "limitations": [
        "Usage is capped by plan.",
        "Check generated facts and calculations."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://claude.com/pricing",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Vendor-published capabilities reviewed; fit is editorial, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "claude-code",
      "name": "Claude Code",
      "vendor": "Anthropic",
      "category": "Coding assistant",
      "description": "Agentic coding tool that works in the terminal, IDE and desktop.",
      "url": "https://claude.com/product/claude-code",
      "pricingUrl": "https://claude.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Included from Claude Pro at $20 a month, or $17 a month with annual billing. Max is $100 and Ultra is $200 a month. Team and Enterprise plans are separate.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Not included on the Free Claude plan.",
      "features": [
        "Agentic coding",
        "Codebase search",
        "Terminal and IDE"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers delegating multi-step tasks.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://claude.com/product/claude-code",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://claude.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "clay",
      "name": "Clay",
      "vendor": "Clay",
      "category": "Sales research and enrichment",
      "description": "Combines data enrichment, AI research agents, buying signals, and workflow automation for prospecting and revenue operations.",
      "url": "https://www.clay.com/",
      "pricingUrl": "https://www.clay.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free and paid Launch, Growth, and Enterprise plans use separate action and data-credit allowances. The fetched configurator and FAQ show different starting amounts; confirm checkout.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Free plan lists 500 actions/month, 100 data credits/month, and up to 200 rows per table.",
      "features": [
        "AI company and contact research",
        "Multi-provider enrichment",
        "Buying-signal tracking",
        "Prospecting workflows"
      ],
      "integrations": [
        "Snowflake",
        "Fivetran",
        "Postgres",
        "Databricks",
        "BigQuery"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "sales-outreach",
        "research-evidence",
        "automate-workflows"
      ],
      "bestFor": "B2B sales and revenue operations teams building enriched prospect workflows.",
      "limitations": [
        "Actions and data credits are separate usage dimensions.",
        "CRM and warehouse connections require higher plans."
      ],
      "verificationNotes": "Official product and pricing pages reviewed. Numeric starting price deliberately omitted because pricing widgets and FAQ were inconsistent.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.clay.com/",
          "label": "Clay official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.clay.com/pricing",
          "label": "Clay official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "cleanslop",
      "name": "CleanSlop",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Your coding agent scans your pushed code, reads what's worth fixing, fixes it, and rescans.",
      "url": "https://cleanslop.com/",
      "pricingUrl": "https://cleanslop.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your coding agent scans your pushed code",
        "Reads what's worth fixing",
        "Fixes it",
        "And rescans"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.cleanslop/cleanslop). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cleanslop.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.cleanslop/cleanslop",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "clearbar-model-verdicts",
      "name": "Clearbar model verdicts",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Which LLM passes each task, with cost per successful task and pass rate on public datasets.",
      "url": "https://clearbar.grain64.com/",
      "pricingUrl": "https://clearbar.grain64.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Which LLM passes each task",
        "Cost per successful task",
        "Pass rate on public datasets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.grain64.clearbar/verdicts). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://clearbar.grain64.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.grain64.clearbar/verdicts",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "clerkfield",
      "name": "Clerkfield",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Verify U.S. businesses against state registries and search UCC liens by business or lender.",
      "url": "https://clerkfield.com/",
      "pricingUrl": "https://clerkfield.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk & compliance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.clerkfield/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://clerkfield.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.clerkfield/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "clickruntime",
      "name": "ClickRuntime",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build and run automations that connect your apps on a schedule or webhook, from chat.",
      "url": "https://clickruntime.com/",
      "pricingUrl": "https://clickruntime.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and run automations that connect your apps on a schedule",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.clickruntime/clickruntime). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://clickruntime.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.clickruntime/clickruntime",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "clickup-brain",
      "name": "ClickUp Brain",
      "vendor": "ClickUp",
      "category": "Project and knowledge management",
      "description": "AI workspace that combines company knowledge, writing assistance, multiple models, and project context within ClickUp.",
      "url": "https://clickup.com/brain",
      "pricingUrl": "https://clickup.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Current Business plan lists USD 17 per user/month billed annually with Brain² and 1,500 pooled credits per user/month. Core includes a Brain² trial; higher plans add capacity.",
      "startingPrice": 17,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Free Forever includes a Brain² trial with 500 credits per workspace.",
      "features": [
        "Company-context AI",
        "Multiple model access",
        "Connected search",
        "Project workspace"
      ],
      "integrations": [
        "Google Drive",
        "Dropbox",
        "Box",
        "Microsoft Teams",
        "Slack"
      ],
      "platforms": [
        "Web",
        "Windows",
        "macOS",
        "iOS",
        "Android",
        "Chrome extension"
      ],
      "tasks": [
        "manage-projects",
        "find-team-knowledge",
        "write-and-edit",
        "automate-workflows"
      ],
      "bestFor": "Teams that want AI alongside ClickUp tasks and shared documents.",
      "limitations": [
        "Premium model usage is credit-limited.",
        "Connected-search availability varies by plan."
      ],
      "verificationNotes": "Official Brain and pricing pages reviewed. Current branding is Brain²; the displayed Business annual rate is promotional relative to the page's listed regular rate.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://clickup.com/brain",
          "label": "ClickUp Brain official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://clickup.com/pricing",
          "label": "ClickUp Brain official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "client-posture",
      "name": "Client Posture",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Client Posture scans, findings, prospect deal stages, pipeline summary, and quote drafts for MSPs.",
      "url": "https://www.clientposture.com/",
      "pricingUrl": "https://www.clientposture.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Client Posture scans",
        "Findings",
        "Prospect deal stages",
        "Pipeline summary"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity",
        "sales-outreach"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.clientposture/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.clientposture.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.clientposture/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "clientfoyer",
      "name": "ClientFoyer",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "ClientFoyer MCP server for a freelancer client portal - projects, updates, files, invoices.",
      "url": "https://clientfoyer.com/",
      "pricingUrl": "https://clientfoyer.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Updates",
        "Files",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.clientfoyer/clientfoyer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://clientfoyer.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.clientfoyer/clientfoyer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "climate-fieldview",
      "name": "Climate FieldView",
      "vendor": "Bayer",
      "category": "Precision agriculture",
      "description": "Digital farming platform for field data, yield analysis and seed scripts.",
      "url": "https://climate.com/en-us.html",
      "pricingUrl": "https://climate.com/en-us/pricing.html",
      "pricingModel": "Free + paid",
      "pricingSummary": "Plus starts at $649 a year on the US pricing page.",
      "startingPrice": 649,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Basic starts at $0 a year.",
      "features": [
        "Field data",
        "Yield analysis",
        "Prescriptions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "precision-agriculture",
        "analyze-data"
      ],
      "sectors": [
        "agriculture-forestry"
      ],
      "bestFor": "Row-crop growers and agronomists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://climate.com/en-us.html",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://climate.com/en-us/pricing.html",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "climate-trace",
      "name": "Climate TRACE",
      "vendor": "Climate TRACE coalition",
      "category": "Emissions data",
      "description": "Independent inventory of global greenhouse gas emissions using satellites and AI.",
      "url": "https://climatetrace.org/",
      "pricingUrl": "https://climatetrace.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Asset-level emissions",
        "Open data",
        "Global inventory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "climate-sustainability",
        "geospatial-analysis"
      ],
      "sectors": [
        "earth-climate-geospatial",
        "government-public-services",
        "economics-policy"
      ],
      "bestFor": "Policy analysts and journalists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://climatetrace.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "clio",
      "name": "Clio",
      "vendor": "Clio",
      "category": "Legal practice management",
      "description": "Practice management for law firms with AI features for drafting and research.",
      "url": "https://www.clio.com/",
      "pricingUrl": "https://www.clio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Matter management",
        "Billing",
        "Legal AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research",
        "manage-projects"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Small and mid-sized law firms.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.clio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cliplaunch",
      "name": "ClipLaunch",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Promo videos for Reels, YouTube and Meta ads from your URL and real screenshots, music on the beat.",
      "url": "https://cliplaunch.io/",
      "pricingUrl": "https://cliplaunch.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Promo videos for Reels",
        "YouTube",
        "Meta ads from your URL",
        "Real screenshots"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.cliplaunch/cliplaunch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cliplaunch.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.cliplaunch/cliplaunch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "clo3d",
      "name": "CLO3D",
      "vendor": "CLO Virtual Fashion",
      "category": "Fashion design",
      "description": "3D garment design and simulation software for fashion.",
      "url": "https://www.clo3d.com/en",
      "pricingUrl": "https://www.clo3d.com/en/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Individual is $50 a month, excluding tax, for one-person businesses. Student is $25 a month. Yearly billing saves 25%. Enterprise is custom.",
      "startingPrice": 50,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "3D garment simulation",
        "Pattern making",
        "Virtual sampling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design"
      ],
      "sectors": [
        "fashion-apparel-design"
      ],
      "bestFor": "Fashion designers and technical designers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.clo3d.com/en",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.clo3d.com/en/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "clodou",
      "name": "Clodou",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Quotes, invoices, clients, expenses, time and tasks for small businesses, with approvals and undo.",
      "url": "https://clodou.com/",
      "pricingUrl": "https://clodou.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Quotes, invoices, clients, expenses, time and tasks for small",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "run-freelance-business"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.clodou/clodou). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://clodou.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.clodou/clodou",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "clonvo",
      "name": "Clonvo",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Web search, scraping, crawling, research, a browser agent, and company and people data.",
      "url": "https://clonvo.com/",
      "pricingUrl": "https://clonvo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web search",
        "Scraping",
        "Crawling",
        "Research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.clonvo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://clonvo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.clonvo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cloro",
      "name": "cloro",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Scrape AI answer engines and Google Search/News with country and state-level geo-targeting.",
      "url": "https://cloro.dev/",
      "pricingUrl": "https://cloro.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scrape AI answer engines",
        "Google Search/News with country",
        "State-level geo-targeting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.cloro/cloro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cloro.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.cloro/cloro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "closefinch",
      "name": "Closefinch",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "AI CRM: accounts, deals, meetings and agents, with approvals before anything is sent.",
      "url": "https://www.closefinch.com/",
      "pricingUrl": "https://www.closefinch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounts",
        "Deals",
        "Meetings",
        "Agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.closefinch/closefinch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.closefinch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.closefinch/closefinch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cloudbeds",
      "name": "Cloudbeds",
      "vendor": "Cloudbeds",
      "category": "Hotel management",
      "description": "Hospitality platform combining property management, channel distribution and guest messaging.",
      "url": "https://www.cloudbeds.com/",
      "pricingUrl": "https://www.cloudbeds.com/pricing/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Property management",
        "Channel manager",
        "Booking engine"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Independent hotels and small groups.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.cloudbeds.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.cloudbeds.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cloudbrowser",
      "name": "CloudBrowser",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Give AI agents a real cloud Chrome: open sessions, navigate, read pages, click, type and screenshot.",
      "url": "https://cloudbrowser.ai/",
      "pricingUrl": "https://cloudbrowser.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Open sessions",
        "Navigate",
        "Read pages",
        "Click"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.cloudbrowser/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cloudbrowser.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.cloudbrowser/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cmbs-news",
      "name": "cmbs.news",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Loan-level CMBS data from SEC filings: loans, trusts, CUSIPs, distress index, tenants, comps.",
      "url": "https://cmbs.news/",
      "pricingUrl": "https://cmbs.news/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Loans",
        "Trusts",
        "CUSIPs",
        "Distress index"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (news.cmbs/cmbs-news). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cmbs.news/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=news.cmbs/cmbs-news",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "cnovatech-data-market",
      "name": "Cnovatech Data Market",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Prices, availability and assortment for 150k+ products across 240+ Brazilian online supermarkets.",
      "url": "https://datamarket.cnovatech.com.br/",
      "pricingUrl": "https://datamarket.cnovatech.com.br/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prices, availability and assortment for 150k+ products across 240+",
        "E-commerce operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "fmcg-commercial"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (br.com.cnovatech/datamarket). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://datamarket.cnovatech.com.br/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=br.com.cnovatech/datamarket",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "codaurl",
      "name": "CodaURL",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "URL monitoring for AI agents: manage monitors and read status and incidents. or Pro account.",
      "url": "https://codaurl.com/",
      "pricingUrl": "https://codaurl.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage monitors",
        "Read status",
        "Incidents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.codaurl/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://codaurl.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.codaurl/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "coderabbit",
      "name": "CodeRabbit",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "AI code review for pull requests, with PR triage, change explanations and security monitoring.",
      "url": "https://www.coderabbit.ai/",
      "pricingUrl": "https://www.coderabbit.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "PR review",
        "PR triage",
        "Change explanations",
        "Security monitoring"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the OpenAI News feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.coderabbit.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://openai.com/index/coderabbit-codex-daybreak",
          "label": "OpenAI News",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "codercops",
      "name": "codercops",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search developers and remote developer jobs on codercops, a hiring marketplace.",
      "url": "https://www.codercops.com/",
      "pricingUrl": "https://www.codercops.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search developers",
        "Remote developer jobs on codercops",
        "A hiring marketplace"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.codercops/codercops). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.codercops.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.codercops/codercops",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cogent-security",
      "name": "Cogent Security",
      "vendor": "Not verified",
      "category": "Security",
      "description": "AI agents that investigate and resolve vulnerabilities across an organisation.",
      "url": "https://www.cogent.com/",
      "pricingUrl": "https://www.cogent.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Vulnerability response",
        "Agentic investigation",
        "Remediation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the OpenAI News feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.cogent.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://openai.com/index/cogent-security",
          "label": "OpenAI News",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cognitolabs-ai",
      "name": "CognitoLabs.ai",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Hospital prices, payer rates, Medicare data and pricing studies for healthcare finance.",
      "url": "https://cognitolabs.ai/",
      "pricingUrl": "https://cognitolabs.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hospital prices",
        "Payer rates",
        "Medicare data",
        "Pricing studies for healthcare finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.cognitolabs/cognitolabs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cognitolabs.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.cognitolabs/cognitolabs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "cohostbnb",
      "name": "CoHostBnB",
      "vendor": "Not verified",
      "category": "Hospitality operations",
      "description": "Guest replies, housekeeping and handovers in one workspace for hosts and small hotels, with optional.",
      "url": "https://cohostbnb.xyz/",
      "pricingUrl": "https://cohostbnb.xyz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Guest replies",
        "Housekeeping",
        "Handovers in one workspace for hosts",
        "Small hotels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel and rental operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (xyz.cohostbnb/cohostbnb). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cohostbnb.xyz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=xyz.cohostbnb/cohostbnb",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "colabfold",
      "name": "ColabFold",
      "vendor": "ColabFold community",
      "category": "Protein structure prediction",
      "description": "Open-source protein structure prediction that runs AlphaFold-style models in notebooks or locally.",
      "url": "https://github.com/sokrypton/ColabFold",
      "pricingUrl": "https://github.com/sokrypton/ColabFold",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Fast MSA search",
        "Notebook workflows",
        "Local installs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "bioinformatics"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research",
        "universities-academic-research"
      ],
      "bestFor": "Computational biologists who want scriptable structure prediction.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://github.com/sokrypton/ColabFold",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "comepass",
      "name": "ComePass",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Korean company facts in English: DART financials and filings, KONEPS procurement, NTS status.",
      "url": "https://agents.comepass.xyz/",
      "pricingUrl": "https://agents.comepass.xyz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DART financials",
        "Filings",
        "KONEPS procurement",
        "NTS status"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (xyz.comepass/korean-companies). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agents.comepass.xyz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=xyz.comepass/korean-companies",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "commercial-property-today",
      "name": "Commercial Property Today",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "CRE market data: Treasury, SOFR, bank CRE delinquency, CMBS, prices and cap rates, sourced.",
      "url": "https://commercialproperty.today/",
      "pricingUrl": "https://commercialproperty.today/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Treasury",
        "SOFR",
        "Bank CRE delinquency",
        "CMBS"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (today.commercialproperty/commercialproperty-today). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://commercialproperty.today/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=today.commercialproperty/commercialproperty-today",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "commercializer",
      "name": "Commercializer",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Commercial strategy for medical device and life-science companies, read from the governed registers.",
      "url": "https://commercializer.ai/",
      "pricingUrl": "https://commercializer.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Commercial strategy for medical device",
        "Life-science companies",
        "Read from the governed registers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "medical-devices-diagnostics"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.commercializer/commercializer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://commercializer.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.commercializer/commercializer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "commsharbor",
      "name": "commsharbor",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Managed domain email without running a mail stack. DNS checks; monthly mailbox packages.",
      "url": "https://commsharbor.com/",
      "pricingUrl": "https://commsharbor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Workflow automation",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.commsharbor/commsharbor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://commsharbor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.commsharbor/commsharbor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "comnview",
      "name": "Comnview",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Client feedback on websites, images and PDFs: read, answer and pin comments from your AI agent.",
      "url": "https://comnview.com/",
      "pricingUrl": "https://comnview.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Answer",
        "Pin comments from your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.comnview/comnview). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://comnview.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.comnview/comnview",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "complyadvantage",
      "name": "ComplyAdvantage",
      "vendor": "ComplyAdvantage",
      "category": "Financial crime",
      "description": "Sanctions, PEP and adverse-media screening and transaction monitoring.",
      "url": "https://complyadvantage.com/",
      "pricingUrl": "https://complyadvantage.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Essentials starts at $99 a month for 100 monitored entities, up to 2,000. Larger plans are priced on application.",
      "startingPrice": 99,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Screening",
        "Transaction monitoring",
        "Risk data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "banking-capital-markets",
        "finance-insurance"
      ],
      "bestFor": "Fintech compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://complyadvantage.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://complyadvantage.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "computeportal",
      "name": "ComputePortal",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "ComputePortal marketplace: AI agents find, deploy and manage GPU and CPU compute through MCP.",
      "url": "https://computeportal.io/",
      "pricingUrl": "https://computeportal.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI agents find",
        "Deploy",
        "Manage GPU",
        "CPU compute through MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.computeportal/compute). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://computeportal.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.computeportal/compute",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "conductor",
      "name": "Conductor",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "The best QuickBooks Desktop MCP server on the planet: every operation on every record type.",
      "url": "https://conductor.is/",
      "pricingUrl": "https://conductor.is/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounting & finance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (is.conductor/quickbooks-desktop). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://conductor.is/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=is.conductor/quickbooks-desktop",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "conduit-loans",
      "name": "Conduit.loans",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "CMBS conduit loan sizer and 2026 underwriting stats (DSCR, LTV, debt yield) from SEC filings.",
      "url": "https://conduit.loans/",
      "pricingUrl": "https://conduit.loans/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (loans.conduit/conduit-loans). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://conduit.loans/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=loans.conduit/conduit-loans",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "congressio",
      "name": "Congressio",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Manage an academic conference: papers, peer review, decisions and attendees.",
      "url": "https://www.congressio.net/",
      "pricingUrl": "https://www.congressio.net/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Papers",
        "Peer review",
        "Decisions",
        "Attendees"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (net.congressio/congressio). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.congressio.net/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=net.congressio/congressio",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "connected-papers",
      "name": "Connected Papers",
      "vendor": "Connected Papers",
      "category": "Literature mapping",
      "description": "Visual graphs of papers related to a seed paper for literature exploration.",
      "url": "https://www.connectedpapers.com/",
      "pricingUrl": "https://www.connectedpapers.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Similarity graphs",
        "Prior and derivative works",
        "Visual browsing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Researchers surveying a new field.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.connectedpapers.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "consensus",
      "name": "Consensus",
      "vendor": "Consensus",
      "category": "Scientific research",
      "description": "Searches research papers and synthesizes findings with citations, study details, and summaries of agreement across evidence.",
      "url": "https://consensus.app/",
      "pricingUrl": "https://consensus.app/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $20/month or $144/year, equivalent to $12/month billed annually. Deep and team subscriptions add capacity.",
      "startingPrice": 12,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Unlimited paper searches, 10 Pro messages, three Deep reviews, and 10 Study Snapshots monthly.",
      "features": [
        "Research-paper search",
        "Cited evidence summaries",
        "Study Snapshots",
        "Deep literature reviews",
        "Consensus Meter"
      ],
      "integrations": [
        "ChatGPT",
        "Claude",
        "Perplexity",
        "Microsoft 365 Copilot"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "research-evidence"
      ],
      "bestFor": "Students and researchers exploring scientific questions and comparing study findings.",
      "limitations": [
        "Deep review usage is capped by subscription.",
        "Paper summaries should be checked against original studies."
      ],
      "dataConsiderations": "Consensus's official FAQ says it does not use user data to train AI models.",
      "verificationNotes": "Main product and pricing pages returned almost no extractable text. Official help articles were opened to verify functionality, integration support, privacy, and pricing.",
      "sectors": [
        "all"
      ],
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://consensus.app/",
          "label": "Consensus official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://consensus.app/pricing/",
          "label": "Consensus official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://help.consensus.app/en/articles/10087865-subscription-plans",
          "label": "Subscription details",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://help.consensus.app/en/articles/10073509-faqs",
          "label": "Research features and integrations",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://help.consensus.app/en/articles/10073509-faqs",
          "label": "Data training policy",
          "checkedAt": "2026-11-04",
          "supports": "privacy"
        },
        {
          "url": "https://help.consensus.app/en/articles/11408820-what-do-you-get-with-a-pro-subscription",
          "label": "Research workflow capabilities",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "contentin-for-agents",
      "name": "ContentIn for Agents",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Give AI agents your LinkedIn voice, material, best posts and ICP-scored leads. You confirm posts.",
      "url": "https://contentin.io/",
      "pricingUrl": "https://contentin.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Give AI agents your LinkedIn voice",
        "Material",
        "Best posts",
        "ICP-scored leads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.contentin/linkedin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://contentin.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.contentin/linkedin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "context",
      "name": "Context",
      "vendor": "Not verified",
      "category": "Security",
      "description": "OSINT investigations with traceable evidence: domains, URLs, IPs, scams and business records.",
      "url": "https://everydaysecurity.ai/",
      "pricingUrl": "https://everydaysecurity.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Domains",
        "URLs",
        "IPs",
        "Scams"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.everydaysecurity/context). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://everydaysecurity.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.everydaysecurity/context",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "contextgate",
      "name": "ContextGate",
      "vendor": "Not verified",
      "category": "Security",
      "description": "MCP gateway: one connection for your AI apps, with tool policies, PII redaction and audit logs.",
      "url": "https://www.contextgate.ai/",
      "pricingUrl": "https://www.contextgate.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "One connection for your AI apps",
        "Tool policies",
        "PII redaction",
        "Audit logs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.contextgate/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.contextgate.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.contextgate/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "contra",
      "name": "Contra",
      "vendor": "Contra",
      "category": "Freelance marketplace",
      "description": "Commission-free portfolio and job network for independents.",
      "url": "https://contra.com/",
      "pricingUrl": "https://contra.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $29 a month or $199 a year and removes fees for anyone paying you.",
      "startingPrice": 29,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free and commission-free, with client payment fees of $15 or $29 per payment over $500.",
      "features": [
        "Portfolio",
        "Commission-free work",
        "Payments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Independent designers and developers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://contra.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://contra.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cookiepal",
      "name": "CookiePal",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Manage your CookiePal cookie banner: domains, the banner tag and style, and cookie scan reports.",
      "url": "https://cookiepal.io/",
      "pricingUrl": "https://cookiepal.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Domains",
        "The banner tag",
        "Style",
        "And cookie scan reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.cookiepal/cookiepal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cookiepal.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.cookiepal/cookiepal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cookieyes",
      "name": "CookieYes",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Manage cookie banners, run cookie scans and check GDPR/CCPA compliance from your AI assistant.",
      "url": "https://www.cookieyes.com/",
      "pricingUrl": "https://www.cookieyes.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage cookie banners",
        "Run cookie scans"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.cookieyes/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.cookieyes.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.cookieyes/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "copilot-in-azure-sql-database",
      "name": "Copilot in Azure SQL Database",
      "vendor": "Microsoft",
      "category": "Cloud database assistant",
      "description": "Copilot features for writing queries and troubleshooting Azure SQL databases.",
      "url": "https://learn.microsoft.com/en-us/azure/azure-sql/copilot/copilot-azure-sql-overview?view=azuresql",
      "pricingUrl": "https://learn.microsoft.com/en-us/azure/azure-sql/copilot/copilot-azure-sql-overview?view=azuresql",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Natural language to SQL",
        "Database troubleshooting",
        "Azure portal chat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql",
        "database-administration"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Teams running Azure SQL.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://learn.microsoft.com/en-us/azure/azure-sql/copilot/copilot-azure-sql-overview?view=azuresql",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "copy-ai",
      "name": "Copy.ai",
      "vendor": "Copy.ai",
      "category": "Marketing and sales automation",
      "description": "AI chat and configurable workflows for sales prospecting, marketing content, account research, and CRM enrichment.",
      "url": "https://www.copy.ai/",
      "pricingUrl": "https://www.copy.ai/prices",
      "pricingModel": "Paid",
      "pricingSummary": "Chat is USD 24/month billed USD 288 annually for five seats, or USD 29 monthly. Workflow-focused Growth starts at USD 1,000/month billed annually.",
      "startingPrice": 24,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Unknown; a permanent free plan was not verified on the current pricing page.",
      "features": [
        "Marketing content creation",
        "Prospecting workflows",
        "CRM enrichment",
        "Brand voice guidance"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "write-and-edit",
        "sales-outreach",
        "automate-workflows"
      ],
      "bestFor": "Marketing and revenue teams coordinating content and prospecting work.",
      "limitations": [
        "Entry Chat pricing does not represent workflow automation pricing.",
        "Workflow plans have usage-credit allowances."
      ],
      "verificationNotes": "Official product and pricing pages reviewed. Starting amount is the Chat plan total, not a per-seat workflow plan.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.copy.ai/",
          "label": "Copy.ai official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.copy.ai/prices",
          "label": "Copy.ai official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "corpoapi",
      "name": "CorpoAPI",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Company registry data for US states and countries. Search, verify, and run KYB checks.",
      "url": "https://corpoapi.com/",
      "pricingUrl": "https://corpoapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Company registry data for US states",
        "Countries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.corpoapi/corpoapi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://corpoapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.corpoapi/corpoapi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cot-reports",
      "name": "COT-Reports",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "CFTC Commitments of Traders data for every CFTC futures market: positions, history, COT index.",
      "url": "https://cot-reports.com/",
      "pricingUrl": "https://cot-reports.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Positions",
        "History",
        "COT index"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.cot-reports/cot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cot-reports.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.cot-reports/cot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "countrymanager",
      "name": "countrymanager",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "App Store and Google Play reviews by country: themes, ratings and reply drafts in their language.",
      "url": "https://countrymanager.app/",
      "pricingUrl": "https://countrymanager.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Themes",
        "Ratings",
        "Reply drafts in their language"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "translate-localize"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.countrymanager/countrymanager). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://countrymanager.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.countrymanager/countrymanager",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "coverage-rights",
      "name": "coverage-rights",
      "vendor": "Not verified",
      "category": "Insurance",
      "description": "Insurer denial rates, appeal outcomes, appeal rights, and drug denial playbooks.",
      "url": "https://www.coverage-rights.com/",
      "pricingUrl": "https://www.coverage-rights.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Insurer denial rates",
        "Appeal outcomes",
        "Appeal rights",
        "And drug denial playbooks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Insurance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.coverage-rights/coverage-rights). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.coverage-rights.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.coverage-rights/coverage-rights",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "covidence",
      "name": "Covidence",
      "vendor": "Covidence",
      "category": "Systematic reviews",
      "description": "Workflow platform for screening, extracting and assessing studies in systematic reviews.",
      "url": "https://www.covidence.org/",
      "pricingUrl": "https://www.covidence.org/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Single is $339 a year for one review and Package is $907 a year for up to 3 reviews. Institutions enquire directly.",
      "startingPrice": 339,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. Free trial offered.",
      "features": [
        "Study screening",
        "Data extraction",
        "Risk-of-bias"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "public-health-epidemiology",
        "healthcare-social-care"
      ],
      "bestFor": "Review teams following Cochrane-style methods.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.covidence.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.covidence.org/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "creator",
      "name": "Creator",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Hosted motion engine for agents. Builds layers and keyframes, exports MP4, WebM or Lottie.",
      "url": "https://lottiefiles.com/",
      "pricingUrl": "https://lottiefiles.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video & audio",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lottiefiles/creator). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lottiefiles.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lottiefiles/creator",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "creator-river",
      "name": "Creator River",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search 1.8M+ YouTube, TikTok and Instagram creators with emails and run outreach from your AI agent.",
      "url": "https://www.creatorriver.com/",
      "pricingUrl": "https://www.creatorriver.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 1.8M+ YouTube",
        "TikTok",
        "Instagram creators with emails",
        "Run outreach from your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.creatorriver/creatorriver). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.creatorriver.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.creatorriver/creatorriver",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "creatordb",
      "name": "CreatorDB",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Creator discovery & analytics across YouTube, Instagram, TikTok (30M+) + brand/sponsor intel.",
      "url": "https://creatordb.app/",
      "pricingUrl": "https://creatordb.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Creator discovery & analytics across YouTube",
        "Instagram",
        "TikTok (30M+) + brand/sponsor intel"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.creatordb/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://creatordb.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.creatordb/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "credo-ai",
      "name": "Credo AI",
      "vendor": "Credo AI",
      "category": "AI governance",
      "description": "Governance platform for registering, assessing and tracking AI systems.",
      "url": "https://www.credo.ai/",
      "pricingUrl": "https://www.credo.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI registry",
        "Policy packs",
        "Risk assessment"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Organisations operationalising AI policy.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.credo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "crestnote",
      "name": "Crestnote",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read your Crestnote workspace and fill its social media publishing queue from an AI assistant.",
      "url": "https://crestnote.com/",
      "pricingUrl": "https://crestnote.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.crestnote/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://crestnote.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.crestnote/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cretia",
      "name": "Cretia",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Field service, invoicing and CRM for pest control and facility services businesses.",
      "url": "https://cretia.app/",
      "pricingUrl": "https://cretia.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Field service",
        "Invoicing",
        "CRM for pest control",
        "Facility services businesses"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "sales-outreach"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.cretia/cretia). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cretia.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.cretia/cretia",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "crisp",
      "name": "Crisp",
      "vendor": "Crisp",
      "category": "Retail data",
      "description": "Connects and normalises retailer data for consumer goods suppliers.",
      "url": "https://www.gocrisp.com/",
      "pricingUrl": "https://www.gocrisp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Retailer data connectors",
        "Inventory visibility",
        "Sales analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "plan-supply-chain"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "food-beverage-production"
      ],
      "bestFor": "Consumer brands selling through many retailers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.gocrisp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "crossmart",
      "name": "Crossmart",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Run a multichannel catalog: products, stock, store listings on Shopify and eBay.",
      "url": "https://crossmart.io/",
      "pricingUrl": "https://crossmart.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Products",
        "Stock",
        "Store listings on Shopify",
        "EBay"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.crossmart/crossmart). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://crossmart.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.crossmart/crossmart",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "crossposter",
      "name": "CrossPoster",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft, preview, schedule and publish posts to X, LinkedIn, Bluesky and 5 more social networks.",
      "url": "https://crossposter.tech/",
      "pricingUrl": "https://crossposter.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, preview, schedule and publish posts to X, LinkedIn, Bluesky",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.crossposter/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://crossposter.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.crossposter/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "crosspublish",
      "name": "Crosspublish",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Create, schedule, and manage social media posts with AI assistants.",
      "url": "https://crosspublish.com/",
      "pricingUrl": "https://crosspublish.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, schedule, and manage social media posts with AI assistants",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.crosspublish/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://crosspublish.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.crosspublish/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "crowdstrike-charlotte-ai",
      "name": "CrowdStrike Charlotte AI",
      "vendor": "CrowdStrike",
      "category": "Cybersecurity",
      "description": "Generative AI analyst inside the CrowdStrike Falcon platform.",
      "url": "https://www.crowdstrike.com/en-us/platform/charlotte-ai/",
      "pricingUrl": "https://www.crowdstrike.com/en-us/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SOC analyst",
        "Natural-language queries",
        "Agentic triage"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "SOC teams on Falcon.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.crowdstrike.com/en-us/platform/charlotte-ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cuehq",
      "name": "CueHQ",
      "vendor": "CueHQ",
      "category": "Social listening",
      "description": "Finds Reddit, X, YouTube and TikTok posts asking for what you sell and drafts replies for you to post.",
      "url": "https://www.cuehq.social/",
      "pricingUrl": "https://www.cuehq.social/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Paid plans are US$19, US$39 or US$79 per brand per month, set by how often it scans. Competitor tracking and extra usage cost more.",
      "startingPrice": 19,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "14 cues in total, one per day, with no card needed.",
      "features": [
        "Monitors Reddit, X, YouTube and TikTok",
        "Ranks posts by fit and timing",
        "Drafts replies in your voice",
        "Competitor tracking add-on"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising",
        "freelance-creator-economy",
        "technology-software"
      ],
      "bestFor": "Founders and creators looking for customers in online discussions.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official product and pricing pages read on the review date. The vendor says it never posts on your behalf.",
      "sources": [
        {
          "url": "https://www.cuehq.social/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.cuehq.social/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cueston",
      "name": "Cueston",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Build product tours, tooltips, banners, checklists and surveys in your SaaS app, and read analytics.",
      "url": "https://cueston.com/",
      "pricingUrl": "https://cueston.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build product tours",
        "Tooltips",
        "Banners",
        "Checklists"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.cueston/cueston). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cueston.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.cueston/cueston",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "curipod",
      "name": "Curipod",
      "vendor": "Curipod",
      "category": "Lesson creation",
      "description": "Teacher-led lessons in which students read, write, and discuss, aligned to curriculum.",
      "url": "https://curipod.com/",
      "pricingUrl": "https://curipod.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "School and district plans are custom priced.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Free for every teacher at $0 a month.",
      "features": [
        "Interactive lessons",
        "Writing practice",
        "Curriculum alignment"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "K-12 teachers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://curipod.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://curipod.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "cursor",
      "name": "Cursor",
      "vendor": "Cursor",
      "category": "Coding assistant",
      "description": "Use codebase context to generate, edit, and review software through an AI editor, terminal agent, and cloud agents.",
      "url": "https://cursor.com/",
      "pricingUrl": "https://cursor.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Plus is US$8/month with Grok models only. Premium is US$30/month; third-party model use is billed separately. Taxes excluded.",
      "startingPrice": 8,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Limited agent and chat requests.",
      "features": [
        "Codebase-aware coding",
        "Cloud agents",
        "AI code reviews",
        "Terminal agent"
      ],
      "integrations": [
        "GitHub",
        "Slack"
      ],
      "platforms": [
        "Desktop",
        "CLI"
      ],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Developers who want an AI-focused editor and agent workflows.",
      "limitations": [
        "Review generated changes and commands before use.",
        "Model access and included usage vary; third-party models have separate charges."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://cursor.com/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://cursor.com/pricing",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Official pricing was checked directly. Current Plus/Premium pricing differs from older Pro-era prices; third-party model usage is not bundled.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "cutclip-one",
      "name": "CutClip.one",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "AI video editor your agent can drive: plan scenes, edit a multi-track timeline, and render MP4s.",
      "url": "https://www.cutclip.one/",
      "pricingUrl": "https://www.cutclip.one/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan scenes",
        "Edit a multi-track timeline",
        "And render MP4s"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (one.cutclip/cutclip). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.cutclip.one/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=one.cutclip/cutclip",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "cvent",
      "name": "Cvent",
      "vendor": "Cvent",
      "category": "Event management",
      "description": "Event management, venue sourcing and registration software.",
      "url": "https://www.cvent.com/",
      "pricingUrl": "https://www.cvent.com/en/event-management-software/cvent-pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Venue sourcing",
        "Registration",
        "Event marketing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations",
        "manage-projects"
      ],
      "sectors": [
        "hospitality-tourism",
        "arts-culture-entertainment"
      ],
      "bestFor": "Event planners and hotel sales teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.cvent.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.cvent.com/en/event-management-software/cvent-pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dactic",
      "name": "Dactic",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Connect AI clients to your Dactic work context through a hosted MCP service.",
      "url": "https://dactic.io/",
      "pricingUrl": "https://dactic.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Knowledge & memory",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.dactic/dactic-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dactic.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.dactic/dactic-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "daggy",
      "name": "Daggy",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "Query your data in plain English or SQL, build datasets, and fit Bayesian models.",
      "url": "https://www.daggydata.com/",
      "pricingUrl": "https://www.daggydata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query your data in plain English or SQL",
        "Build datasets",
        "And fit Bayesian models"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql",
        "statistics-modelling"
      ],
      "sectors": [
        "mathematics-statistics"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.daggydata/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.daggydata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.daggydata/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dagster",
      "name": "Dagster",
      "vendor": "Dagster Labs",
      "category": "Pipeline orchestration",
      "description": "Data orchestrator built around data assets, with lineage and observability.",
      "url": "https://dagster.io/",
      "pricingUrl": "https://dagster.io/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Asset orchestration",
        "Lineage",
        "Observability"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Data engineers building Python pipelines.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://dagster.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "daisycon",
      "name": "Daisycon",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search Daisycon affiliate programs, manage campaigns and leads, and track earnings and statistics.",
      "url": "https://mcp.daisycon.com/",
      "pricingUrl": "https://mcp.daisycon.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search Daisycon affiliate programs",
        "Manage campaigns",
        "Leads",
        "And track earnings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.daisycon.mcp/daisycon). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcp.daisycon.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.daisycon.mcp/daisycon",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "damper",
      "name": "Damper",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Feedback, roadmap, agent task execution with review, changelog, status pages and error logs.",
      "url": "https://usedamper.com/",
      "pricingUrl": "https://usedamper.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Feedback, roadmap, agent task execution with review, changelog, status",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.usedamper/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usedamper.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.usedamper/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "danmark-data",
      "name": "Danmark Data",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Danish companies (CVR), vehicles (DMR), addresses (DAR/BBR) and phone numbers. Live, read-only.",
      "url": "https://data.lynbro.dk/",
      "pricingUrl": "https://data.lynbro.dk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Danish companies (CVR)",
        "Vehicles (DMR)",
        "Addresses (DAR/BBR)",
        "Phone numbers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dk.lynbro/danmark-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://data.lynbro.dk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dk.lynbro/danmark-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "dap-bellwether",
      "name": "DAP Bellwether",
      "vendor": "Not verified",
      "category": "Regulatory intelligence",
      "description": "Regulatory change feed for Canada, the US, the UK and the EU.",
      "url": "https://bellwether.dap.solutions/",
      "pricingUrl": "https://bellwether.dap.solutions/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Regulatory change feed for Canada",
        "The US",
        "The UK",
        "The EU"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Regulatory and policy teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (solutions.dap/bellwether). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://bellwether.dap.solutions/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=solutions.dap/bellwether",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "darktrace",
      "name": "Darktrace",
      "vendor": "Darktrace",
      "category": "Cybersecurity",
      "description": "Self-learning AI for threat detection and response.",
      "url": "https://www.darktrace.com/",
      "pricingUrl": "https://www.darktrace.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Network detection",
        "Email security",
        "Autonomous response"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Security operations teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.darktrace.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "data-and-apis",
      "name": "Data and APIs",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Search, read and call 125+ data APIs: sanctions, barcodes, IP intelligence, companies, holidays.",
      "url": "https://dataandapis.com/",
      "pricingUrl": "https://dataandapis.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sanctions",
        "Barcodes",
        "IP intelligence",
        "Companies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dataandapis/catalog). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dataandapis.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dataandapis/catalog",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "data-parrot",
      "name": "Data Parrot",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Data Parrot brings AI revenue analysis of your HubSpot data into your AI tools.",
      "url": "https://dataparrot.ai/",
      "pricingUrl": "https://dataparrot.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data analysis",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.dataparrot/data-parrot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dataparrot.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.dataparrot/data-parrot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "data-quality-gate",
      "name": "Data Quality Gate",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Check entire lead, order and inventory CSV/JSONL against approved contracts before writes.",
      "url": "https://contentsweep.ai/",
      "pricingUrl": "https://contentsweep.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check entire lead",
        "Order"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.contentsweep/data-quality-gate). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://contentsweep.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.contentsweep/data-quality-gate",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "databricks",
      "name": "Databricks",
      "vendor": "Databricks",
      "category": "Data & AI platform",
      "description": "Data lakehouse platform for analytics, machine learning and enterprise AI applications.",
      "url": "https://www.databricks.com/",
      "pricingUrl": "https://www.databricks.com/product/pricing",
      "pricingModel": "Usage based",
      "pricingSummary": "Pay as you go, with committed-use options by contacting sales. Figures vary by product and cloud.",
      "startingPrice": null,
      "currency": null,
      "billing": "usage-based",
      "freePlan": "No free plan confirmed. A free trial is offered.",
      "features": [
        "Lakehouse",
        "Model serving",
        "AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "ml-development"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "manufacturing"
      ],
      "bestFor": "Data platform teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.databricks.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.databricks.com/product/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "datadive",
      "name": "DataDive",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Amazon niche, keyword, competitor and Rank Radar research from your DataDive account.",
      "url": "https://datadive.tools/",
      "pricingUrl": "https://datadive.tools/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Amazon niche",
        "Keyword",
        "Competitor",
        "Rank Radar research from your DataDive account"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tools.datadive/datadive). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://datadive.tools/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tools.datadive/datadive",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "datadog-database-monitoring",
      "name": "Datadog Database Monitoring",
      "vendor": "Datadog",
      "category": "Database monitoring",
      "description": "Query-level monitoring and explain plans across database hosts.",
      "url": "https://www.datadoghq.com/product/database-monitoring/",
      "pricingUrl": "https://www.datadoghq.com/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query metrics",
        "Explain plans",
        "Host correlation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-tuning",
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams already using Datadog.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.datadoghq.com/product/database-monitoring/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "datagrip",
      "name": "DataGrip",
      "vendor": "JetBrains",
      "category": "SQL workspace",
      "description": "Database IDE for writing, running and refactoring SQL across many database engines.",
      "url": "https://www.jetbrains.com/datagrip/",
      "pricingUrl": "https://www.jetbrains.com/datagrip/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SQL editor",
        "Schema navigation",
        "AI assistance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql",
        "database-administration"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Developers and DBAs working across several databases.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.jetbrains.com/datagrip/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "datakilder-dk",
      "name": "Datakilder.dk",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Danish public records with sources: Parliament, tenders, companies, statistics, budgets, maps.",
      "url": "https://datakilder.dk/",
      "pricingUrl": "https://datakilder.dk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Parliament",
        "Tenders",
        "Companies",
        "Statistics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dk.datakilder/datakilder). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://datakilder.dk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dk.datakilder/datakilder",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "datashake",
      "name": "Datashake",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Social media data for your AI.",
      "url": "https://datashake.com/",
      "pricingUrl": "https://datashake.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.datashake/datashake-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://datashake.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.datashake/datashake-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "datasnipper",
      "name": "DataSnipper",
      "vendor": "DataSnipper",
      "category": "Audit automation",
      "description": "Excel-based intelligent automation for audit evidence matching and testing.",
      "url": "https://www.datasnipper.com/",
      "pricingUrl": "https://www.datasnipper.com/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Document matching",
        "Excel add-in",
        "Audit trails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "External and internal auditors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.datasnipper.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.datasnipper.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "datastandard",
      "name": "datastandard",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "The filed record of India's listed companies, every figure tied to the filing it came from.",
      "url": "https://datastandard.pro/",
      "pricingUrl": "https://datastandard.pro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "The filed record of India's listed companies",
        "Every figure tied to the filing it came from"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pro.datastandard/datastandard). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://datastandard.pro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pro.datastandard/datastandard",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "datatomcp",
      "name": "datatomcp",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "AI-native data layer: sheets, databases and apps for every agent, with exact answers and audit.",
      "url": "https://datatomcp.com/",
      "pricingUrl": "https://datatomcp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sheets",
        "Databases",
        "Apps for every agent",
        "Exact answers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.datatomcp/datatomcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://datatomcp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.datatomcp/datatomcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "datatorag",
      "name": "DataToRAG",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Hosted MCP for Google Workspace, Atlassian and Notion: one OAuth, per-user accounts, write access.",
      "url": "https://datatorag.com/",
      "pricingUrl": "https://datatorag.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "One OAuth",
        "Per-user accounts",
        "Write access"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.datatorag/mcp-gateway). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://datatorag.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.datatorag/mcp-gateway",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dataxapi",
      "name": "DataXAPI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Market data for AI agents: Douyin, Xiaohongshu, TikTok, WeChat, X and 15 more.",
      "url": "https://dataxapi.com/",
      "pricingUrl": "https://dataxapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Douyin",
        "Xiaohongshu",
        "TikTok",
        "WeChat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dataxapi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dataxapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dataxapi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dayschedule",
      "name": "DaySchedule",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Appointment scheduling: check availability, book, reschedule and cancel meetings, manage events.",
      "url": "https://dayschedule.com/",
      "pricingUrl": "https://dayschedule.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check availability",
        "Book",
        "Reschedule",
        "Cancel meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dayschedule/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dayschedule.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dayschedule/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dbdiagram",
      "name": "dbdiagram",
      "vendor": "Holistics",
      "category": "Schema design",
      "description": "Draws entity relationship diagrams from a simple text language.",
      "url": "https://dbdiagram.io/",
      "pricingUrl": "https://dbdiagram.io/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Personal Pro is shown at $8 and Team at $75 a month for 3 editors, with up to 42% off annual billing. Which billing period these figures use was not confirmed.",
      "startingPrice": 8,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "Up to 10 diagrams and doc projects with a single editor.",
      "features": [
        "ER diagrams",
        "DBML language",
        "SQL export"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers sketching a schema quickly.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://dbdiagram.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://dbdiagram.io/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dbeaver",
      "name": "DBeaver",
      "vendor": "DBeaver Corp",
      "category": "SQL workspace",
      "description": "Universal database client with an open-source community edition.",
      "url": "https://dbeaver.io/",
      "pricingUrl": "https://dbeaver.io/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "SQL editor",
        "Data viewer",
        "Many database engines"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql",
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Anyone who needs one client for many databases.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://dbeaver.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dbt",
      "name": "dbt",
      "vendor": "dbt Labs",
      "category": "Data transformation",
      "description": "SQL-based transformation, testing and documentation, with AI assistance.",
      "url": "https://www.getdbt.com/",
      "pricingUrl": "https://www.getdbt.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Starter is $100 per user a month with five developer seats. Enterprise is custom.",
      "startingPrice": 100,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "One Developer seat, 3,000 models built a month and 1 project.",
      "features": [
        "SQL models",
        "Data tests",
        "AI assistance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines",
        "database-sql"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "retail-ecommerce"
      ],
      "bestFor": "Analytics engineers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.getdbt.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.getdbt.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dbtune",
      "name": "DBtune",
      "vendor": "DBtune",
      "category": "Query tuning",
      "description": "AI that tunes PostgreSQL automatically for performance and stability.",
      "url": "https://www.dbtune.com/",
      "pricingUrl": "https://www.dbtune.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Automated tuning",
        "Performance tracking",
        "PostgreSQL focus"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-tuning"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams running PostgreSQL at scale.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.dbtune.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dc-blueprint",
      "name": "DC Blueprint",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Dated European data-centre markets, grid connection restrictions, country rules and the live grid.",
      "url": "https://dcblueprint.com/",
      "pricingUrl": "https://dcblueprint.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Dated European data-centre markets",
        "Grid connection restrictions",
        "Country rules",
        "The live grid"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dcblueprint/data-centres). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dcblueprint.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dcblueprint/data-centres",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "dc-hub",
      "name": "DC Hub",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Data center energy, electricity & power grid data: DCPI to query and cite, capacity to buy or lease.",
      "url": "https://dchub.cloud/",
      "pricingUrl": "https://dchub.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DCPI to query",
        "Cite",
        "Capacity to buy or lease"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.dchub/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dchub.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.dchub/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "deacon",
      "name": "Deacon",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Your customers tell Deacon's chat what broke. Your coding agent reads it and fixes the code.",
      "url": "https://heydeacon.com/",
      "pricingUrl": "https://heydeacon.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Customer support",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.heydeacon/deacon). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://heydeacon.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.heydeacon/deacon",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dechonet",
      "name": "Dechonet",
      "vendor": "Not verified",
      "category": "Security",
      "description": "30 security tools for AI agents: phishing links, exposure maps, DNS, SSL, PQC, history, pivots.",
      "url": "https://dechonet.com/",
      "pricingUrl": "https://dechonet.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Phishing links",
        "Exposure maps",
        "DNS",
        "SSL"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dechonet/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dechonet.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dechonet/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "decktype",
      "name": "Decktype",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Create and edit presentations with your AI, preview slides, open them in the Decktype editor.",
      "url": "https://decktype.com/",
      "pricingUrl": "https://decktype.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create and edit presentations with your AI, preview slides, open them",
        "Design & visuals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.decktype/decktype). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://decktype.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.decktype/decktype",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "deepdna",
      "name": "DeepDNA",
      "vendor": "Not verified",
      "category": "Bioinformatics",
      "description": "Pharmacogenomics for AI agents: cited drug–gene, gene and rsID lookups plus a medication screen.",
      "url": "https://deepdna.ai/",
      "pricingUrl": "https://deepdna.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cited drug–gene",
        "Gene",
        "RsID lookups plus a medication screen"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "bioinformatics"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Genomics and life-science researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.deepdna/knowledge). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://deepdna.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.deepdna/knowledge",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "deepl",
      "name": "DeepL",
      "vendor": "DeepL",
      "category": "Translation and writing",
      "description": "Translates text and documents with terminology controls, writing assistance, and integrations for multilingual business communication.",
      "url": "https://www.deepl.com/en/translator",
      "pricingUrl": "https://www.deepl.com/en/pro",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free and paid Individual, Team, Business, and Enterprise plans. Reviewed prices were in EUR for Germany; USD starting price remains unverified.",
      "startingPrice": null,
      "currency": null,
      "billing": "annual",
      "freePlan": "Reviewed comparison lists 50,000 characters/month and one file translation/month up to 5MB.",
      "features": [
        "Text translation",
        "Document translation",
        "Glossaries",
        "Writing assistance",
        "Tone controls"
      ],
      "integrations": [
        "Microsoft Word",
        "Google Workspace",
        "Microsoft 365"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "write-and-edit",
        "customer-support"
      ],
      "bestFor": "International teams translating customer messages, documents, and internal communication.",
      "limitations": [
        "Document and character allowances depend on the plan.",
        "Write Pro is a separate add-on on some tiers."
      ],
      "dataConsiderations": "The Individual paid plan explicitly lists no data training; review the applicable free-plan and enterprise terms separately.",
      "verificationNotes": "Product and pricing pages opened. Pricing auto-localized to Germany in EUR, so no USD conversion or starting amount was invented.",
      "sectors": [
        "all"
      ],
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.deepl.com/en/translator",
          "label": "DeepL official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.deepl.com/en/pro",
          "label": "DeepL official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "deepnote",
      "name": "Deepnote",
      "vendor": "Deepnote",
      "category": "Data notebooks",
      "description": "Collaborative data notebook with an AI agent for analysis.",
      "url": "https://deepnote.com/",
      "pricingUrl": "https://deepnote.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Team is shown at $39 per editor a month with a 20% yearly billing discount. Whether $39 includes that discount was not confirmed. Enterprise is custom.",
      "startingPrice": 39,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "Up to 3 editors and 5 projects, with limited Deepnote AI.",
      "features": [
        "Collaborative notebooks",
        "AI agent",
        "Integrations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "statistics-modelling"
      ],
      "sectors": [
        "technology-software",
        "universities-academic-research"
      ],
      "bestFor": "Data scientists working in teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://deepnote.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://deepnote.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "deepseek",
      "name": "DeepSeek",
      "vendor": "DeepSeek",
      "category": "General assistant",
      "description": "Assistant and open-weight language models from DeepSeek.",
      "url": "https://www.deepseek.com/",
      "pricingUrl": "https://www.deepseek.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reasoning models",
        "Open weights",
        "API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Developers evaluating open-weight models.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.deepseek.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "delect",
      "name": "Delect",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "Prices and stock of Russian IT distributors: part-number search, BOM lookup, analogs, datasheets.",
      "url": "https://delect.ru/",
      "pricingUrl": "https://delect.ru/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Part-number search",
        "BOM lookup",
        "Analogs",
        "Datasheets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution"
      ],
      "sectors": [
        "wholesale-distribution"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ru.delect/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://delect.ru/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ru.delect/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "deleva",
      "name": "Deleva",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Social media for small businesses and agencies: brand memory, content calendar and scheduling.",
      "url": "https://deleva.app/",
      "pricingUrl": "https://deleva.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Brand memory",
        "Content calendar",
        "Scheduling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.deleva/deleva). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://deleva.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.deleva/deleva",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "delhivery",
      "name": "Delhivery",
      "vendor": "Delhivery",
      "category": "Shipping",
      "description": "Logistics network for parcel, part-truckload and warehousing in India.",
      "url": "https://www.delhivery.com/",
      "pricingUrl": "https://www.delhivery.com/404",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Parcel delivery",
        "Part-truckload",
        "Warehousing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "delivery-management"
      ],
      "sectors": [
        "wholesale-distribution",
        "transport-logistics"
      ],
      "bestFor": "Traders moving stock across India.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.delhivery.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "deliverect",
      "name": "Deliverect",
      "vendor": "Not verified",
      "category": "Restaurant operations",
      "description": "Ask about your restaurant's sales, orders, menus and opening hours, using live Deliverect data.",
      "url": "https://www.deliverect.com/",
      "pricingUrl": "https://www.deliverect.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask about your restaurant's sales",
        "Orders",
        "Menus",
        "Opening hours"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.deliverect/deliverect). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.deliverect.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.deliverect/deliverect",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "delivery-planner-by-spoke",
      "name": "Delivery Planner by Spoke",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Plan and optimize a multi-stop delivery route, then share it with your driver.",
      "url": "https://deliveryplanner.com/",
      "pricingUrl": "https://deliveryplanner.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan and optimize a multi-stop delivery route, then share it with your",
        "Logistics & shipping"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.deliveryplanner/delivery-planner). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://deliveryplanner.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.deliveryplanner/delivery-planner",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "deltabridge",
      "name": "Deltabridge",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Cyber threat intelligence: threat actors, malware, CVEs, IOCs, ATT&CK and analyst briefs.",
      "url": "https://deltabridge.ai/",
      "pricingUrl": "https://deltabridge.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Threat actors",
        "Malware",
        "CVEs",
        "IOCs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.deltabridge/deltabridge). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://deltabridge.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.deltabridge/deltabridge",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "demorail",
      "name": "Demorail",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Interactive product demos: list demos and steps, make prospect links, read leads and drop-off.",
      "url": "https://demorail.com/",
      "pricingUrl": "https://demorail.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "List demos",
        "Steps",
        "Make prospect links",
        "Read leads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getrailhq/demorail). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://demorail.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getrailhq/demorail",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "descovo",
      "name": "Descovo",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "B2B contact data for AI agents: search 700M+ people, reveal work emails.",
      "url": "https://descovo.com/",
      "pricingUrl": "https://descovo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 700M+ people",
        "Reveal work emails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.descovo/descovo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://descovo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.descovo/descovo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "descript",
      "name": "Descript",
      "vendor": "Descript",
      "category": "Audio and video editing",
      "description": "Edits audio and video through transcripts, with AI tools for cleanup, captions, clips, generated speech, and media creation.",
      "url": "https://www.descript.com/",
      "pricingUrl": "https://www.descript.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free access and paid Hobbyist, Creator, and Business tiers. Hobbyist displays $16 and $24 per person/month; billing-state mapping was not fully verified.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "A free plan is available; exact current free media and AI allowances were not verified.",
      "features": [
        "Transcript-based editing",
        "Automatic captions",
        "Studio Sound cleanup",
        "Filler-word removal",
        "AI-generated speech"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "create-video-audio"
      ],
      "bestFor": "Podcast and video creators editing spoken content and repurposing recordings.",
      "limitations": [
        "Media processing and AI credits are limited by plan.",
        "Higher-resolution and watermark-free exports depend on the tier."
      ],
      "verificationNotes": "Product and pricing pages opened. Paid-price variants were visible but their billing mapping was ambiguous; numeric starting price intentionally omitted.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.descript.com/",
          "label": "Descript official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.descript.com/pricing",
          "label": "Descript official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "deskhand",
      "name": "Deskhand",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Deskhand CRM for AI agents: key per agent, undo a run, email drafts. Start with one POST.",
      "url": "https://deskhand.grain64.com/",
      "pricingUrl": "https://deskhand.grain64.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Key per agent",
        "Undo a run",
        "Email drafts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.grain64.deskhand/deskhand). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://deskhand.grain64.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.grain64.deskhand/deskhand",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "desmos",
      "name": "Desmos",
      "vendor": "Desmos Studio",
      "category": "Maths learning",
      "description": "Free graphing and scientific calculators and classroom maths activities.",
      "url": "https://www.desmos.com/",
      "pricingUrl": "https://www.desmos.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Graphing calculator",
        "Geometry tool",
        "Classroom activities"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation",
        "lesson-planning"
      ],
      "sectors": [
        "education-learning",
        "mathematics-statistics"
      ],
      "bestFor": "Maths teachers and students.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.desmos.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "deutero",
      "name": "Deutero",
      "vendor": "Not verified",
      "category": "Surveys & research",
      "description": "AI-moderated research interviews: design, run and analyze interview studies with real participants.",
      "url": "https://www.deutero.ai/",
      "pricingUrl": "https://www.deutero.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design",
        "Run",
        "Analyze interview studies with real participants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Researchers running surveys and interviews.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.deutero/deutero). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.deutero.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.deutero/deutero",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "devin",
      "name": "Devin",
      "vendor": "Cognition",
      "category": "Coding assistant",
      "description": "Autonomous software engineering agent for scoped engineering tasks.",
      "url": "https://devin.ai/",
      "pricingUrl": "https://devin.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $20 and Max $200 a month. Teams is $80 a month plus $40 per full user. Cloud agents start from Pro. Enterprise is by contacting sales.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free with a light quota and limited model availability.",
      "features": [
        "Autonomous tasks",
        "Slack integration",
        "PR creation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams delegating backlog tasks.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://devin.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://devin.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "devin-desktop",
      "name": "Devin Desktop (formerly Windsurf)",
      "vendor": "Cognition",
      "category": "Coding assistant",
      "description": "AI-native code editor from Cognition, previously sold as Windsurf.",
      "url": "https://devin.ai/desktop",
      "pricingUrl": "https://devin.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $20 and Max $200 a month. Teams is $80 a month plus $40 per full user. Enterprise is by contacting sales.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Light quota, limited models, and unlimited inline edits and Tab completions.",
      "features": [
        "Agentic editor",
        "Autocomplete",
        "Codebase context"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers trying AI-first IDEs.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://devin.ai/desktop",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://devin.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "devoria",
      "name": "Devoria",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "IOS and Android store checks for Claude: review pre-checks, rejections, paywall, listings, prices.",
      "url": "https://devoria.fr/",
      "pricingUrl": "https://devoria.fr/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Review pre-checks",
        "Rejections",
        "Paywall",
        "Listings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (fr.devoria/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://devoria.fr/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=fr.devoria/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "deyaho-phone-calls",
      "name": "Deyaho Phone Calls",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Real phone calls for AI agents: Spain, Mexico, US, Canada, Latin America, UK, EU.",
      "url": "https://deyaho.com/",
      "pricingUrl": "https://deyaho.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Spain",
        "Mexico",
        "Canada",
        "Latin America"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.deyaho/phone-calls). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://deyaho.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.deyaho/phone-calls",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dibsline-carriers",
      "name": "Dibsline Carriers",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "New US trucking companies, authority grants and insurance cancellations from FMCSA records, daily.",
      "url": "https://dibsline.com/",
      "pricingUrl": "https://dibsline.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "New US trucking companies",
        "Authority grants",
        "Insurance cancellations from FMCSA records",
        "Daily"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dibsline/carriers). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dibsline.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dibsline/carriers",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "dibsresearch",
      "name": "dibsresearch",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Company KPIs, financial statements and SEC filing text with sources, plus official economic series.",
      "url": "https://dibsresearch.com/",
      "pricingUrl": "https://dibsresearch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Company KPIs",
        "Financial statements",
        "SEC filing text with sources",
        "Official economic series"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dibsresearch/dibsresearch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dibsresearch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dibsresearch/dibsresearch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "dido-distribution-erp",
      "name": "Dido distribution ERP",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "Stock, quotes, orders, invoices, vans and credit control in Dido, scoped to the user's role.",
      "url": "https://sindansolutions.com/",
      "pricingUrl": "https://sindansolutions.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Stock, quotes, orders, invoices, vans and credit control in Dido",
        "Wholesale & distribution"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution"
      ],
      "sectors": [
        "wholesale-distribution"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sindansolutions/dido). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sindansolutions.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sindansolutions/dido",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "diffit",
      "name": "Diffit",
      "vendor": "Diffit",
      "category": "Lesson creation",
      "description": "Adapts texts and resources to different reading levels for classrooms.",
      "url": "https://web.diffit.me/",
      "pricingUrl": "https://web.diffit.me/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Levelled readings",
        "Worksheets",
        "Language adaptation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers differentiating content.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://web.diffit.me/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dify",
      "name": "Dify",
      "vendor": "Dify",
      "category": "AI application builder",
      "description": "Build and deploy AI applications with visual workflows, knowledge retrieval, and multiple model providers.",
      "url": "https://dify.ai/",
      "pricingUrl": "https://dify.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Professional is USD 590/workspace/year; Team is USD 1,590/workspace/year. Enterprise pricing is custom.",
      "startingPrice": null,
      "currency": null,
      "billing": "annual",
      "freePlan": "Sandbox includes 200 message credits, one member, five apps, and limited knowledge storage.",
      "features": [
        "Agent workflows",
        "Knowledge retrieval",
        "Multi-model applications",
        "Deployment options"
      ],
      "integrations": [
        "OpenAI",
        "Anthropic",
        "Google Gemini"
      ],
      "platforms": [
        "Web",
        "Self-hosted"
      ],
      "tasks": [
        "automate-workflows",
        "find-team-knowledge",
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams building internal or customer-facing AI applications.",
      "limitations": [
        "Hosted plans have message, storage, and trigger limits.",
        "Model and infrastructure costs may be additional."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://dify.ai/pricing",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://dify.ai/",
          "label": "Official platform capabilities",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        }
      ],
      "verificationNotes": "Vendor-published capabilities reviewed; fit is editorial, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "digitail",
      "name": "Digitail",
      "vendor": "Digitail",
      "category": "Veterinary practice",
      "description": "Veterinary practice management with AI assistance for records.",
      "url": "https://digitail.com/",
      "pricingUrl": "https://digitail.com/plans/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Practice management",
        "AI notes",
        "Client messaging"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-documentation"
      ],
      "sectors": [
        "veterinary-animal-health"
      ],
      "bestFor": "Veterinary clinics.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://digitail.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "digitalocean",
      "name": "DigitalOcean",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Build, deploy, manage, and troubleshoot applications and infrastructure on DigitalOcean.",
      "url": "https://www.digitalocean.com/",
      "pricingUrl": "https://www.digitalocean.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, deploy, manage, and troubleshoot applications and infrastructure",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.digitalocean/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.digitalocean.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.digitalocean/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "diktuy",
      "name": "Diktuy",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Search meetings, transcripts and dictations in Diktuy: speakers, timestamps, tasks. Russian-first.",
      "url": "https://diktuy.ru/",
      "pricingUrl": "https://diktuy.ru/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Speakers",
        "Timestamps",
        "Tasks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ru.diktuy/diktuy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://diktuy.ru/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ru.diktuy/diktuy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dimensions",
      "name": "Dimensions",
      "vendor": "Digital Science",
      "category": "Research intelligence",
      "description": "Linked research database of publications, grants, patents and clinical trials.",
      "url": "https://www.dimensions.ai/",
      "pricingUrl": "https://www.dimensions.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Linked research data",
        "Grant search",
        "Patents and trials"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "market-investment-research"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research",
        "pharma-biotech"
      ],
      "bestFor": "Research offices and analysts tracking funding.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.dimensions.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "directiq",
      "name": "DirectIQ",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage DirectIQ contacts, lists and tags, see campaign results, and send transactional email.",
      "url": "https://www.directiq.com/",
      "pricingUrl": "https://www.directiq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage DirectIQ contacts",
        "Lists",
        "Tags",
        "See campaign results"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.directiq.mcp/directiq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.directiq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.directiq.mcp/directiq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dirfast",
      "name": "DirFast",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "DNS, TLS, HTTP and SEO checks, plus stateful change watches that diff a page over time.",
      "url": "https://pseo.rovy.tech/",
      "pricingUrl": "https://pseo.rovy.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DNS, TLS, HTTP and SEO checks, plus stateful change watches that diff",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.rovy/dirfast). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pseo.rovy.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.rovy/dirfast",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dmarkoff",
      "name": "DMARKOFF",
      "vendor": "Not verified",
      "category": "Security",
      "description": "DMARC analytics for AI assistants: SPF/DKIM, compliance, anomalies, p=reject readiness, onboarding.",
      "url": "https://dmarkoff.com/",
      "pricingUrl": "https://dmarkoff.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SPF/DKIM",
        "Compliance",
        "Anomalies",
        "P=reject readiness"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dmarkoff/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dmarkoff.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dmarkoff/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dns-doctor",
      "name": "dns-doctor",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Scan, fix, verify and monitor DNS: SPF, DMARC, DKIM, propagation, health, expiry. Validated fixes.",
      "url": "https://dnsdoctor.dev/",
      "pricingUrl": "https://dnsdoctor.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SPF",
        "DMARC",
        "DKIM",
        "Propagation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.dnsdoctor/dns-doctor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dnsdoctor.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.dnsdoctor/dns-doctor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dnsai",
      "name": "DNSai",
      "vendor": "Not verified",
      "category": "Security",
      "description": "DNS, email-security and website intelligence for your domains: SPF/DKIM/DMARC, changes, subdomains.",
      "url": "https://dnsai.com/",
      "pricingUrl": "https://dnsai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SPF/DKIM/DMARC",
        "Changes",
        "Subdomains"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dnsai/dnsai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dnsai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dnsai/dnsai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dobl",
      "name": "Dobl",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Norwegian accounting for small AS and holding companies: vouchers, invoices, VAT, payroll, Altinn.",
      "url": "https://dobl.no/",
      "pricingUrl": "https://dobl.no/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Vouchers",
        "Invoices",
        "VAT",
        "Payroll"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (no.dobl/regnskap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dobl.no/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=no.dobl/regnskap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "doc2json",
      "name": "doc2json",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Turn PDFs and photos into typed JSON with your own schema. Missing values come back null.",
      "url": "https://doc2json.manoonlabs.com/",
      "pricingUrl": "https://doc2json.manoonlabs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn PDFs",
        "Photos into typed JSON with your own schema"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.manoonlabs/doc2json). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://doc2json.manoonlabs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.manoonlabs/doc2json",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "docfig",
      "name": "DocFig",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Bank statement PDFs to checked transactions, plus a offline check for transaction tables.",
      "url": "https://docfig.com/",
      "pricingUrl": "https://docfig.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bank statement PDFs to checked transactions",
        "A offline check for transaction tables"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.docfig/docfig). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://docfig.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.docfig/docfig",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "docket",
      "name": "docket",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Projects, tickets, time and budgets for agencies: book time, work on tickets, draft invoices.",
      "url": "https://docket.rocks/",
      "pricingUrl": "https://docket.rocks/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Book time",
        "Work on tickets",
        "Draft invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (rocks.docket/docket). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://docket.rocks/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=rocks.docket/docket",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dockflow",
      "name": "Dockflow",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Track containers and shipments and make ocean bookings in your Dockflow account.",
      "url": "https://dockflow.com/",
      "pricingUrl": "https://dockflow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track containers",
        "Shipments",
        "Make ocean bookings in your Dockflow account"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dockflow/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dockflow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dockflow/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "docpin",
      "name": "DocPin",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Publish HTML pages, reports and dashboards from your AI to your own link, with access control.",
      "url": "https://docpin.app/",
      "pricingUrl": "https://docpin.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish HTML pages",
        "Reports",
        "Dashboards from your AI to your own link",
        "Access control"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.docpin/docpin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://docpin.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.docpin/docpin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "docquery",
      "name": "DocQuery",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "Read-only MCP over your Excel or Airtable plus the PDFs beside it, joined as one relational dataset.",
      "url": "https://docquery.io/",
      "pricingUrl": "https://docquery.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SQL & databases",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.docquery/docquery). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://docquery.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.docquery/docquery",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "docuflex-e-signature",
      "name": "Docuflex e-signature",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "E-signature envelopes on Docuflex: create, send, track, verify; US e-sign law lookup.",
      "url": "https://docuflex.net/",
      "pricingUrl": "https://docuflex.net/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create",
        "Send",
        "Track",
        "Verify"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (net.docuflex/esign). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://docuflex.net/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=net.docuflex/esign",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "documarium",
      "name": "Documarium",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Your docs site. No editor to open. Just ask Claude.",
      "url": "https://documarium.com/",
      "pricingUrl": "https://documarium.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Writing & publishing",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.documarium/documarium). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://documarium.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.documarium/documarium",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dodomain",
      "name": "DoDomain",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Connect custom domains via AI agents: DNS pre-flight checks, hand-off connect sessions and checks.",
      "url": "https://dodomain.io/",
      "pricingUrl": "https://dodomain.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DNS pre-flight checks",
        "Hand-off connect sessions",
        "Checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.dodomain/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dodomain.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.dodomain/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "doingwork",
      "name": "Doingwork",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Headless field service software. Your AI agent runs jobs, schedules, quotes, invoices and payments.",
      "url": "https://doingwork.work/",
      "pricingUrl": "https://doingwork.work/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Project & work management",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "finance-accounting"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (work.doingwork/shop). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://doingwork.work/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=work.doingwork/shop",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dolmion",
      "name": "Dolmion",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Spanish grid capacity (CNMC) plus site and route constraints: legal zones, permits, zoning.",
      "url": "https://dolmion.com/",
      "pricingUrl": "https://dolmion.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Legal zones",
        "Permits",
        "Zoning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dolmion/capacidad-red). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dolmion.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dolmion/capacidad-red",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "dora",
      "name": "Dora",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "AI account manager and client portal: requests, approvals, clients, files, and handing work over.",
      "url": "https://dora.work/",
      "pricingUrl": "https://dora.work/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Requests",
        "Approvals",
        "Clients",
        "Files"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (work.dora/dora). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dora.work/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=work.dora/dora",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "doseedo-daw-sessions",
      "name": "Doseedo DAW Sessions",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Read and edit DAW projects as an agent, save native Logic projects, convert projects between DAWs.",
      "url": "https://doseedo.com/",
      "pricingUrl": "https://doseedo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and edit DAW projects as an agent, save native Logic projects",
        "Video & audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.doseedo/daw-sessions). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://doseedo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.doseedo/daw-sessions",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dovetail",
      "name": "Dovetail",
      "vendor": "Dovetail",
      "category": "Customer research",
      "description": "Research repository that transcribes, tags and synthesises customer and user interviews.",
      "url": "https://dovetail.com/",
      "pricingUrl": "https://dovetail.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Enterprise pricing is custom, by contacting sales.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Free at $0 per user, no card required.",
      "features": [
        "Interview analysis",
        "Insight repository",
        "Automatic tagging"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis",
        "summarize-meetings"
      ],
      "sectors": [
        "technology-software",
        "marketing-advertising"
      ],
      "bestFor": "UX and product researchers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://dovetail.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://dovetail.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dowit",
      "name": "Dowit",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Work planner for freelancers: calendar, tasks, projects, time tracking and client reports.",
      "url": "https://dowit.io/",
      "pricingUrl": "https://dowit.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Calendar",
        "Tasks",
        "Projects",
        "Time tracking"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.dowit/dowit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dowit.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.dowit/dowit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "drata",
      "name": "Drata",
      "vendor": "Drata",
      "category": "Compliance automation",
      "description": "Continuous control monitoring and audit readiness for security frameworks.",
      "url": "https://drata.com/",
      "pricingUrl": "https://drata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Continuous monitoring",
        "Audit workflows",
        "Risk management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance",
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and GRC teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://drata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dronebundle",
      "name": "DroneBundle",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Ask about your drone operation: projects, jobs, flights, pilots, maintenance and safety. Read-only.",
      "url": "https://dronebundle.com/",
      "pricingUrl": "https://dronebundle.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Projects",
        "Jobs",
        "Flights",
        "Pilots"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dronebundle/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dronebundle.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dronebundle/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dropagent",
      "name": "DropAgent",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Ringless voicemail and SMS follow-up for AI agents, with consent checks and confirmed bulk sends.",
      "url": "https://getdropagent.com/",
      "pricingUrl": "https://getdropagent.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ringless voicemail",
        "SMS follow-up for AI agents",
        "Consent checks",
        "Confirmed bulk sends"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getdropagent/dropagent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getdropagent.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getdropagent/dropagent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "droply",
      "name": "Droply",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Publish pages, documents and files as shareable links, and update them without changing the link.",
      "url": "https://droply.so/",
      "pricingUrl": "https://droply.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish pages",
        "Documents",
        "Files as shareable links",
        "And update them without changing the link"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.droply/droply). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://droply.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.droply/droply",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "dubsado",
      "name": "Dubsado",
      "vendor": "Dubsado",
      "category": "Freelance operations",
      "description": "Client management with forms, scheduling and invoicing automation.",
      "url": "https://www.dubsado.com/",
      "pricingUrl": "https://www.dubsado.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Starter is $335 and Premier is $525 a year. Extra users and brands can cost more.",
      "startingPrice": 335,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. 21-day free trial.",
      "features": [
        "Client portals",
        "Forms",
        "Workflows"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Solo service providers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.dubsado.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.dubsado.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dubsync",
      "name": "DubSync",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Translate your videos, check progress and retrieve dubbed results through your DubSync account.",
      "url": "https://dubsync.me/",
      "pricingUrl": "https://dubsync.me/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Translate your videos",
        "Check progress"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize",
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (me.dubsync/video-translation). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dubsync.me/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=me.dubsync/video-translation",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "duetto",
      "name": "Duetto",
      "vendor": "Duetto",
      "category": "Hotel revenue management",
      "description": "Revenue management and pricing software for hotels and casinos.",
      "url": "https://www.duettocloud.com/en-us/",
      "pricingUrl": "https://www.duettocloud.com/en-us/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Dynamic pricing",
        "Forecasting",
        "Segment strategy"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations",
        "analyze-data"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel revenue managers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.duettocloud.com/en-us/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dumbstruck",
      "name": "Dumbstruck",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Your team's Dumbstruck ad-testing results: Resonance Scores, drivers, audiences. Read-only.",
      "url": "https://dumbstruck.com/",
      "pricingUrl": "https://dumbstruck.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Resonance Scores",
        "Drivers",
        "Audiences"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dumbstruck/dumbstruck). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dumbstruck.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dumbstruck/dumbstruck",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "duolingo",
      "name": "Duolingo",
      "vendor": "Duolingo",
      "category": "Language learning",
      "description": "Language and maths learning app with AI-powered practice.",
      "url": "https://www.duolingo.com/",
      "pricingUrl": "https://www.duolingo.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Language courses",
        "Conversation practice",
        "Adaptive lessons"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning",
        "translate-localize"
      ],
      "sectors": [
        "education-learning",
        "translation-language-services"
      ],
      "bestFor": "Individual language learners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.duolingo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "dveracity-semantic-api",
      "name": "dVeracity Semantic API",
      "vendor": "Not verified",
      "category": "Sustainability",
      "description": "Validate emissions data against Open Footprint, check EU CBAM records, query verified methane data.",
      "url": "https://dveracity.com/",
      "pricingUrl": "https://dveracity.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Validate emissions data against Open Footprint",
        "Check EU CBAM records",
        "Query verified methane data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "climate-sustainability"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Sustainability and climate teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.dveracity/semantic-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dveracity.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.dveracity/semantic-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "dynare",
      "name": "Dynare",
      "vendor": "Dynare team",
      "category": "Economic modelling",
      "description": "Open-source platform for dynamic stochastic general equilibrium and related models.",
      "url": "https://www.dynare.org/",
      "pricingUrl": "https://www.dynare.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "DSGE models",
        "Bayesian estimation",
        "MATLAB and Octave"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling"
      ],
      "sectors": [
        "economics-policy",
        "universities-academic-research"
      ],
      "bestFor": "Macroeconomists building structural models.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.dynare.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "earnix",
      "name": "Earnix",
      "vendor": "Earnix",
      "category": "Actuarial pricing",
      "description": "Analytical pricing and rating platform for insurance and banking.",
      "url": "https://earnix.com/",
      "pricingUrl": "https://earnix.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Pricing models",
        "Rating engines",
        "Governance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial",
        "statistics-modelling"
      ],
      "sectors": [
        "insurance-actuarial",
        "banking-capital-markets"
      ],
      "bestFor": "Insurance pricing and product teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://earnix.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ears",
      "name": "Ears",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcribe audio and video from a link or local file into text and SRT subtitles.",
      "url": "https://useears.com/",
      "pricingUrl": "https://useears.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcribe audio",
        "Video from a link or local file into text",
        "SRT subtitles"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "create-video-audio"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.useears/ears). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://useears.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.useears/ears",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "easydeploy-ai",
      "name": "EasyDeploy AI",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Train AutoML models on CSV files and run predictions from Claude and other MCP clients.",
      "url": "https://easydeploy.ai/",
      "pricingUrl": "https://easydeploy.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Train AutoML models on CSV files",
        "Run predictions from Claude",
        "Other MCP clients"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.easydeploy/easydeploy-ai-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://easydeploy.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.easydeploy/easydeploy-ai-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "easyruncraft",
      "name": "EasyRunCraft",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Online office suite for AI agents: edit docs, sheets, slides and PDFs in browser or via MCP.",
      "url": "https://easyruncraft.com/",
      "pricingUrl": "https://easyruncraft.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Edit docs",
        "Sheets",
        "Slides",
        "PDFs in browser or via MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.easyruncraft/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://easyruncraft.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.easyruncraft/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "easyship",
      "name": "Easyship",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Connect Easyship to compare rates, create shipments, buy labels, and track packages globally.",
      "url": "https://easyship.com/",
      "pricingUrl": "https://easyship.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect Easyship to compare rates",
        "Create shipments",
        "Buy labels",
        "And track packages globally"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.easyship/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://easyship.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.easyship/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "echocall",
      "name": "EchoCall",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Run EchoCall AI phone and chat agents from ChatGPT or Claude: calls, agents, knowledge and numbers.",
      "url": "https://echocall.de/",
      "pricingUrl": "https://echocall.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Calls",
        "Agents",
        "Knowledge",
        "Numbers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.echocall/echocall). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://echocall.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.echocall/echocall",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "echosaw",
      "name": "Echosaw",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Media intelligence analysis for audio, video, and images via the Echosaw MCP server.",
      "url": "https://echosaw.com/",
      "pricingUrl": "https://echosaw.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Media intelligence analysis for audio",
        "Video",
        "And images via the Echosaw MCP server"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.echosaw/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://echosaw.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.echosaw/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "edgarstack",
      "name": "EdgarStack",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "SEC EDGAR financials, ratios, peer comps, filing diffs and Excel models.",
      "url": "https://edgarstack.com/",
      "pricingUrl": "https://edgarstack.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SEC EDGAR financials",
        "Ratios",
        "Peer comps",
        "Filing diffs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.edgarstack/edgarstack). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://edgarstack.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.edgarstack/edgarstack",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "eightfold-ai",
      "name": "Eightfold AI",
      "vendor": "Eightfold AI",
      "category": "Talent intelligence",
      "description": "AI talent platform supporting candidate discovery, interviews, talent development, and workforce planning, with recruiters retaining hiring decisions.",
      "url": "https://eightfold.ai/",
      "pricingUrl": "https://eightfold.ai/company/contact-us/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Contact sales for product and deployment pricing; the vendor agreement ties fees to a sales order or statement of work.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "Unknown; no permanent free product plan verified.",
      "features": [
        "Talent acquisition",
        "Interview assistance",
        "Skills intelligence",
        "Talent management"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "recruit-talent",
        "analyze-data"
      ],
      "bestFor": "Recruiters, talent acquisition leaders, and workforce planning teams.",
      "limitations": [
        "Pricing and product packaging require a sales conversation.",
        "Hiring outputs require human evaluation and appropriate candidate-data governance."
      ],
      "verificationNotes": "Official homepage, contact page, and subscription agreement reviewed. Customer examples were not treated as integration claims.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://eightfold.ai/",
          "label": "Eightfold AI official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://eightfold.ai/company/contact-us/",
          "label": "Eightfold AI official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://eightfold.ai/msa/",
          "label": "Eightfold subscription agreement",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "elentoo",
      "name": "Elentoo",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Antibody pricing across vendors normalized price per µg, clone identity, flow-panel pricing. No guesses.",
      "url": "https://elentoo.com/",
      "pricingUrl": "https://elentoo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clone identity",
        "Flow-panel pricing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.elentoo/elentoo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://elentoo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.elentoo/elentoo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "elevenlabs",
      "name": "ElevenLabs",
      "vendor": "ElevenLabs",
      "category": "Voice and audio generation",
      "description": "Creates synthetic speech, cloned voices, dubbing, sound effects, and audio content, with APIs and separate conversational-agent products.",
      "url": "https://elevenlabs.io/",
      "pricingUrl": "https://elevenlabs.io/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Creative Starter is $6/month after a displayed first-month promotion; includes 30,000 credits. API and Agents have separate pricing.",
      "startingPrice": 6,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "10,000 credits monthly and three Studio projects; commercial licensing appears in paid Starter.",
      "features": [
        "Text-to-speech",
        "Voice cloning",
        "Dubbing",
        "Speech-to-text",
        "Sound effects"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "create-video-audio"
      ],
      "bestFor": "Creators producing narration and multilingual audio for content.",
      "limitations": [
        "Credits constrain monthly generation volume.",
        "Commercial rights and cloning features depend on the subscription."
      ],
      "verificationNotes": "Official product and Creative pricing pages opened. Standard renewal price used, excluding first-month promotion.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://elevenlabs.io/",
          "label": "ElevenLabs official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://elevenlabs.io/pricing",
          "label": "ElevenLabs official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "elfsight",
      "name": "Elfsight",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Manage Elfsight widgets: browse apps and projects, create, configure and publish widgets.",
      "url": "https://elfsight.com/",
      "pricingUrl": "https://elfsight.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Browse apps",
        "Projects",
        "Create",
        "Configure"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.elfsight/elfsight). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://elfsight.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.elfsight/elfsight",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "elicit",
      "name": "Elicit",
      "vendor": "Elicit",
      "category": "Scientific research",
      "description": "Searches academic literature, creates cited research reports, and supports paper screening and structured evidence extraction.",
      "url": "https://elicit.com/",
      "pricingUrl": "https://elicit.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "The reviewed page lists Plus at $11/user/month billed $132 annually, with separate Pro, Scale, and Enterprise options.",
      "startingPrice": 11,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Unlimited paper search and summaries; limited Research Agent and Research Reports usage.",
      "features": [
        "Semantic paper search",
        "Cited research reports",
        "Systematic-review screening",
        "Structured data extraction",
        "Source library"
      ],
      "integrations": [
        "Zotero"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "research-evidence"
      ],
      "bestFor": "Researchers screening literature and organizing evidence from scientific papers.",
      "limitations": [
        "Systematic-review and extraction capacity varies by plan.",
        "Evidence coverage and extracted findings require researcher review."
      ],
      "dataConsiderations": "The Enterprise plan lists no training on customer data by default; verify terms for other plans before uploading confidential papers.",
      "verificationNotes": "Official product and pricing pages opened. Pricing page contains multiple audience sections, so eligibility and checkout should be checked.",
      "sectors": [
        "all"
      ],
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://elicit.com/",
          "label": "Elicit official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://elicit.com/pricing",
          "label": "Elicit official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "eliseai",
      "name": "EliseAI",
      "vendor": "EliseAI",
      "category": "Real estate",
      "description": "Conversational AI for multifamily housing and healthcare operations.",
      "url": "https://eliseai.com/",
      "pricingUrl": "https://eliseai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Leasing conversations",
        "Maintenance requests",
        "Patient communications"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "automate-workflows"
      ],
      "sectors": [
        "real-estate",
        "healthcare-social-care"
      ],
      "bestFor": "Property managers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://eliseai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "elmo",
      "name": "Elmo",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track prompts on ChatGPT/Claude and all other models to measure AI visibility and perform AEO.",
      "url": "https://www.elmohq.com/",
      "pricingUrl": "https://www.elmohq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track prompts on ChatGPT/Claude",
        "All other models to measure AI visibility",
        "Perform AEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.elmohq/elmo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.elmohq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.elmohq/elmo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "emailfig",
      "name": "EmailFig",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Check results, update contacts and draft campaigns in your EmailFig account.",
      "url": "https://emailfig.com/",
      "pricingUrl": "https://emailfig.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check results",
        "Update contacts",
        "Draft campaigns in your EmailFig account"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.emailfig/emailfig). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://emailfig.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.emailfig/emailfig",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "emailverify-techforce-global",
      "name": "EmailVerify (Techforce Global)",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Verify email addresses: syntax, MX, disposable, role, SMTP mailbox, catch-all and typo checks.",
      "url": "https://emailverify.techforce.global/",
      "pricingUrl": "https://emailverify.techforce.global/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Syntax",
        "Disposable",
        "Role",
        "SMTP mailbox"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (global.techforce.cloud/emailverify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://emailverify.techforce.global/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=global.techforce.cloud/emailverify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "emailwarmup",
      "name": "emailwarmup",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Warm up mailboxes, check the ready-for-outbound gate, run cold email and get checkout links.",
      "url": "https://emailwarmup.bobwork.ai/",
      "pricingUrl": "https://emailwarmup.bobwork.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Warm up mailboxes",
        "Check the ready-for-outbound gate",
        "Run cold email",
        "Get checkout links"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.bobwork/emailwarmup). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://emailwarmup.bobwork.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.bobwork/emailwarmup",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "emberfeed",
      "name": "Emberfeed",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Product feeds and catalog image templates for Meta, Google and TikTok: rules, validation, renders.",
      "url": "https://emberfeed.com/",
      "pricingUrl": "https://emberfeed.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Rules",
        "Validation",
        "Renders"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.emberfeed/emberfeed). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://emberfeed.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.emberfeed/emberfeed",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "emisar",
      "name": "emisar",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Let AI operate servers without SSH. Choose actions, approve risky changes, and audit every step.",
      "url": "https://emisar.dev/",
      "pricingUrl": "https://emisar.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.emisar/emisar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://emisar.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.emisar/emisar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "encited",
      "name": "Encited",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Complete SEO and AI Search stack for your AI agents.",
      "url": "https://encited.com/",
      "pricingUrl": "https://encited.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Complete SEO",
        "AI Search stack for your AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.encited/encited). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://encited.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.encited/encited",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "enform",
      "name": "Enform",
      "vendor": "Not verified",
      "category": "Surveys & research",
      "description": "Build, publish and share surveys and forms, then read what people answered.",
      "url": "https://enform.co/",
      "pricingUrl": "https://enform.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, publish and share surveys and forms, then read what people",
        "Surveys & research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers running surveys and interviews.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.enform/enform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://enform.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.enform/enform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "engagemii",
      "name": "Engagemii",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI visibility of 82M+ companies: scores, AI crawler reads, full records. 500 and 1M datasets.",
      "url": "https://engagemii.com/",
      "pricingUrl": "https://engagemii.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scores",
        "AI crawler reads",
        "Full records"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.engagemii/citation-watch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://engagemii.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.engagemii/citation-watch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "engman",
      "name": "engman",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "1:1s, feedback and career plans for the people engineering leaders manage.",
      "url": "https://engmanapp.com/",
      "pricingUrl": "https://engmanapp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "1:1s, feedback and career plans for the people engineering leaders",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.engmanapp/engman). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://engmanapp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.engmanapp/engman",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "engramic",
      "name": "Engramic",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Your organisation's decisions, goals and constraints, with the reasoning, for every agent.",
      "url": "https://www.engramic.ai/",
      "pricingUrl": "https://www.engramic.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your organisation's decisions",
        "Goals",
        "Constraints",
        "The reasoning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.engramic/engramic). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.engramic.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.engramic/engramic",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "enhanciar",
      "name": "Enhanciar",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Ask your company's Slack, Gmail, Drive, Notion, Jira and code from any MCP client, with sources.",
      "url": "https://enhanciar.in/",
      "pricingUrl": "https://enhanciar.in/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask your company's Slack",
        "Gmail",
        "Drive",
        "Notion"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (in.enhanciar/enhanciar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://enhanciar.in/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=in.enhanciar/enhanciar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "eno-vn-partner-api",
      "name": "eno.vn Partner API",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Manage one storefront: listings, bulk catalogue sync, analytics and webhooks.",
      "url": "https://eno.vn/",
      "pricingUrl": "https://eno.vn/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Listings",
        "Bulk catalogue sync",
        "Analytics",
        "Webhooks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (vn.eno/partner-api). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://eno.vn/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=vn.eno/partner-api",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "enrichgrid",
      "name": "EnrichGrid",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "LinkedIn person, company and school data plus people search for AI agents.",
      "url": "https://enrichgrid.com/",
      "pricingUrl": "https://enrichgrid.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "LinkedIn person",
        "Company",
        "School data plus people search for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.enrichgrid/enrichgrid). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://enrichgrid.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.enrichgrid/enrichgrid",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "entalpa-requirements",
      "name": "Entalpa Requirements",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Spec-driven development for AI coding agents: live requirements, stories and traceability over MCP.",
      "url": "https://entalpa.com/",
      "pricingUrl": "https://entalpa.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live requirements",
        "Stories",
        "Traceability over MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.entalpa/requirements). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://entalpa.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.entalpa/requirements",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "epic-systems",
      "name": "Epic Systems",
      "vendor": "Epic",
      "category": "Electronic health records",
      "description": "Electronic health record platform with AI capabilities built into clinical and operations workflows.",
      "url": "https://www.epic.com/",
      "pricingUrl": "https://www.epic.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Electronic health records",
        "Clinical workflows",
        "Population analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-documentation",
        "analyze-data"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Hospitals and large clinic groups.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.epic.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "equitest",
      "name": "Equitest",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Business valuations, financial statements, industry benchmarks and M&A comparables.",
      "url": "https://www.equitest.net/",
      "pricingUrl": "https://www.equitest.net/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Business valuations",
        "Financial statements",
        "Industry benchmarks",
        "M&A comparables"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "finance-accounting"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (net.equitest/equitest). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.equitest.net/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=net.equitest/equitest",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "erddocs",
      "name": "ErdDocs",
      "vendor": "Not verified",
      "category": "Schema design",
      "description": "ER diagrams from SQL, Prisma or ORM models. One tool, no account, nothing stored.",
      "url": "https://erddocs.com/",
      "pricingUrl": "https://erddocs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "ER diagrams from SQL",
        "Prisma or ORM models"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Data teams designing schemas.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.erddocs/erd-diagram). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://erddocs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.erddocs/erd-diagram",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "erkle-team-memory",
      "name": "Erkle team memory",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared, scoped, reviewable team memory for AI coding agents.",
      "url": "https://erkle.ai/",
      "pricingUrl": "https://erkle.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Shared, scoped, reviewable team memory for AI coding agents",
        "Knowledge & memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.erkle/erkle). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://erkle.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.erkle/erkle",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "eseo",
      "name": "ESEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "SEO score and checks for Wildberries, Ozon, Yandex Market product cards; AI card generation.",
      "url": "https://eseo.su/",
      "pricingUrl": "https://eseo.su/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SEO score",
        "Checks for Wildberries",
        "Ozon",
        "Yandex Market product cards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (su.eseo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://eseo.su/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=su.eseo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "estudjo",
      "name": "estudjo",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "AI product photos, videos and descriptions for e-commerce, from one product image.",
      "url": "https://www.estudjo.com/",
      "pricingUrl": "https://www.estudjo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI product photos",
        "Videos",
        "Descriptions for e-commerce",
        "From one product image"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.estudjo/estudjo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.estudjo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.estudjo/estudjo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "etalasse",
      "name": "Etalasse",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Etalasse for Indonesian small shops: manage orders, products, stock, customers and sales reports.",
      "url": "https://etalasse.com/",
      "pricingUrl": "https://etalasse.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage orders",
        "Products",
        "Stock",
        "Customers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.etalasse/etalasse). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://etalasse.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.etalasse/etalasse",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "etfiq",
      "name": "ETFIQ",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Independent US ETF data for research agents: flows, news, strategies, risk checks, each dated.",
      "url": "https://etfiq.com/",
      "pricingUrl": "https://etfiq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Flows",
        "News",
        "Strategies",
        "Risk checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.etfiq/etfiq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://etfiq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.etfiq/etfiq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "eu-trade-explorer",
      "name": "EU Trade Explorer",
      "vendor": "Not verified",
      "category": "Economic data",
      "description": "EU customs-trade & industrial-production statistics (Eurostat Comext/PRODCOM)",
      "url": "https://tradedashboard.eu/",
      "pricingUrl": "https://tradedashboard.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Economic data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Economists and policy analysts.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.tradedashboard/eu-trade-explorer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tradedashboard.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.tradedashboard/eu-trade-explorer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "eusend",
      "name": "Eusend",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Send transactional email and manage domains, audiences, and broadcasts from any MCP client.",
      "url": "https://eusend.dev/",
      "pricingUrl": "https://eusend.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send transactional email",
        "Manage domains",
        "Audiences",
        "And broadcasts from any MCP client"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.eusend/eusend). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://eusend.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.eusend/eusend",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "evalgate",
      "name": "EvalGate",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Run AI evaluations, record agent traces and gate releases on evidence, with scoped org access.",
      "url": "https://www.evalgate.com/",
      "pricingUrl": "https://www.evalgate.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run AI evaluations",
        "Record agent traces",
        "Gate releases on evidence",
        "Scoped org access"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.evalgate/evalgate). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.evalgate.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.evalgate/evalgate",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "evalmee",
      "name": "Evalmee",
      "vendor": "Not verified",
      "category": "Teaching tools",
      "description": "Create and edit online exams in Evalmee: sections, questions, answer keys, grading criteria.",
      "url": "https://evalmee.com/",
      "pricingUrl": "https://evalmee.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sections",
        "Questions",
        "Answer keys",
        "Grading criteria"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers and trainers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.evalmee/evalmee). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://evalmee.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.evalmee/evalmee",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "eventassets",
      "name": "EventAssets",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Plan and host your events: event page, guest list, RSVP, seating, agenda, budget and media.",
      "url": "https://eventassets.com/",
      "pricingUrl": "https://eventassets.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Event page",
        "Guest list",
        "RSVP",
        "Seating"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.eventassets/eventassets). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://eventassets.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.eventassets/eventassets",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "eventdorm",
      "name": "EventDorm",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Read and manage your EventDorm events, sales, attendees, and check-ins.",
      "url": "https://www.eventdorm.com/",
      "pricingUrl": "https://www.eventdorm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and manage your EventDorm events, sales, attendees, and check-ins",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.eventdorm/eventdorm). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.eventdorm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.eventdorm/eventdorm",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "everlaw",
      "name": "Everlaw",
      "vendor": "Everlaw",
      "category": "eDiscovery",
      "description": "Cloud eDiscovery and litigation platform with generative AI assistance.",
      "url": "https://www.everlaw.com/",
      "pricingUrl": "https://www.everlaw.com/pricing/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Document review",
        "Storybuilder",
        "Generative review"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services",
        "government-public-services"
      ],
      "bestFor": "Litigators and investigators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.everlaw.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.everlaw.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "evermont",
      "name": "Evermont",
      "vendor": "Not verified",
      "category": "Insurance",
      "description": "Insurance filing desk: SERFF filing research, state requirements, actuarial calcs, filing drafts.",
      "url": "https://evermont.ai/",
      "pricingUrl": "https://evermont.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SERFF filing research",
        "State requirements",
        "Actuarial calcs",
        "Filing drafts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial",
        "regulatory-affairs"
      ],
      "sectors": [
        "insurance-actuarial"
      ],
      "bestFor": "Insurance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.evermont/evermont). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://evermont.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.evermont/evermont",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "every-number",
      "name": "Every Number",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Turn an Excel or CSV export into a dashboard where every number has a receipt. No account.",
      "url": "https://everynumber.app/",
      "pricingUrl": "https://everynumber.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data analysis",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.everynumber/spreadsheet-dashboard). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://everynumber.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.everynumber/spreadsheet-dashboard",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "every-signal",
      "name": "Every Signal",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Audits AI-written marketing (copy, landing pages, ads, SEO) against real teardowns and benchmarks.",
      "url": "https://everysignal.com/",
      "pricingUrl": "https://everysignal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.everysignal/everysignal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://everysignal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.everysignal/everysignal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "evident-source-check",
      "name": "Evident Source Check",
      "vendor": "Not verified",
      "category": "Academic writing",
      "description": "Check AI references against Crossref and DataCite. DOI/arXiv metadata checks, plus tool discovery.",
      "url": "https://evidentagents.com/",
      "pricingUrl": "https://evidentagents.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check AI references against Crossref",
        "DataCite"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "academic-writing",
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers writing papers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.evidentagents/reviews). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://evidentagents.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.evidentagents/reviews",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "eviews",
      "name": "EViews",
      "vendor": "S&P Global",
      "category": "Econometrics",
      "description": "Econometric and time-series software for forecasting and modelling.",
      "url": "https://www.eviews.com/",
      "pricingUrl": "https://www.eviews.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Time-series",
        "Forecasting",
        "Model simulation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "statistics-modelling"
      ],
      "sectors": [
        "economics-policy",
        "banking-capital-markets"
      ],
      "bestFor": "Economists in central banks and research.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.eviews.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "evolc-signals",
      "name": "Evolc Signals",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Companies hiring, funded or changing in Europe and the Americas, with evidence for every signal.",
      "url": "https://companies.evolc.com/",
      "pricingUrl": "https://companies.evolc.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Companies hiring",
        "Funded or changing in Europe",
        "The Americas",
        "Evidence for every signal"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.evolc/signals). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://companies.evolc.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.evolc/signals",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "exact-match",
      "name": "Exact Match",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "US consumer and business audience data: build audiences, match and enrich records, export lists.",
      "url": "https://mcp.exactmatch.io/",
      "pricingUrl": "https://mcp.exactmatch.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build audiences",
        "Match",
        "Enrich records",
        "Export lists"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.exactmatch.mcp/exact-match). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcp.exactmatch.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.exactmatch.mcp/exact-match",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "exayard",
      "name": "Exayard",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Construction takeoffs, estimates and bids: measure and count plans, price materials, draft bids.",
      "url": "https://exayard.com/",
      "pricingUrl": "https://exayard.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Measure",
        "Count plans",
        "Price materials",
        "Draft bids"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.exayard/exayard). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://exayard.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.exayard/exayard",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "exepal",
      "name": "Exepal",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Safety tools for AI agents: safe page reader, prompt-injection, secrets, PII and MCP server scans.",
      "url": "https://exepal.com/",
      "pricingUrl": "https://exepal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Safe page reader",
        "Prompt-injection",
        "Secrets",
        "PII"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.exepal/exepal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://exepal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.exepal/exepal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "exitvalue-ai-m-and-a-multiples",
      "name": "ExitValue.ai M&A Multiples",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Median EV/EBITDA and EV/Revenue multiples by industry and deal size from real M&A transactions.",
      "url": "https://exitvalue.ai/",
      "pricingUrl": "https://exitvalue.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Median EV/EBITDA",
        "EV/Revenue multiples by industry",
        "Deal size from real M&A transactions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.exitvalue/ma-multiples). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://exitvalue.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.exitvalue/ma-multiples",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "eyes-on-flash",
      "name": "Eyes on Flash",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Sourced NAND, DRAM, HBM, SSD controller, HDD and memory-market figures, each with its source link.",
      "url": "https://eyesonflash.com/",
      "pricingUrl": "https://eyesonflash.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sourced NAND",
        "DRAM",
        "HBM",
        "SSD controller"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.eyesonflash/eyes-on-flash). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://eyesonflash.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.eyesonflash/eyes-on-flash",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "faable",
      "name": "Faable",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy apps from GitHub, read build/runtime logs, and manage your app's users from your AI agent.",
      "url": "https://faable.com/",
      "pricingUrl": "https://faable.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy apps from GitHub",
        "Read build/runtime logs",
        "And manage your app's users from your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.faable/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://faable.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.faable/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "facento",
      "name": "Facento",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Calculate and send commercial cleaning offers with your company rates; find customers and sites.",
      "url": "https://facento.com/",
      "pricingUrl": "https://facento.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Calculate and send commercial cleaning offers with your company rates",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "run-freelance-business"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.facento/facento). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://facento.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.facento/facento",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "factdock",
      "name": "Factdock",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Search official, academic, patent and medical primary sources worldwide, in 109 languages.",
      "url": "https://fact-dock.com/",
      "pricingUrl": "https://fact-dock.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search official",
        "Academic",
        "Patent",
        "Medical primary sources worldwide"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "science-research"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fact-dock/factdock). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fact-dock.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fact-dock/factdock",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "factset",
      "name": "FactSet",
      "vendor": "FactSet",
      "category": "Financial data",
      "description": "Financial data and analytics platform with a generative AI assistant.",
      "url": "https://www.factset.com/",
      "pricingUrl": "https://www.factset.com/factset-pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market data",
        "Portfolio analytics",
        "AI search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets",
        "finance-insurance"
      ],
      "bestFor": "Asset managers and advisers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.factset.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "falconer",
      "name": "Falconer",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Search, read, create, update, and organize company knowledge in Falconer.",
      "url": "https://falconer.com/",
      "pricingUrl": "https://falconer.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, read, create, update, and organize company knowledge in Falconer",
        "Knowledge & memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.falconer/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://falconer.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.falconer/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fareye",
      "name": "FarEye",
      "vendor": "FarEye",
      "category": "Delivery management",
      "description": "Delivery orchestration and tracking for large shippers.",
      "url": "https://fareye.com/",
      "pricingUrl": "https://fareye.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Carrier orchestration",
        "Tracking",
        "Returns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "delivery-management"
      ],
      "sectors": [
        "wholesale-distribution",
        "transport-logistics"
      ],
      "bestFor": "Enterprise delivery teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://fareye.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "farside-research",
      "name": "Farside Research",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Cited deep research for agents: estimate cost, run research, search graded sources, ask questions.",
      "url": "https://farsideresearch.com/",
      "pricingUrl": "https://farsideresearch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Estimate cost",
        "Run research",
        "Search graded sources",
        "Ask questions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.farsideresearch/research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://farsideresearch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.farsideresearch/research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        },
        {
          "url": "https://betalist.com/startups/farside-research",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "App, API and MCP availability"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fastcac",
      "name": "FastCAC",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Register a Nigerian business with CAC: name checks, fees, register search, TIN. Sign in when needed.",
      "url": "https://fastcac.com/",
      "pricingUrl": "https://fastcac.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Name checks",
        "Fees",
        "Register search",
        "TIN"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fastcac/cac). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fastcac.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fastcac/cac",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fathom",
      "name": "Fathom",
      "vendor": "Fathom",
      "category": "Meeting notes",
      "description": "Records, transcribes and summarises video meetings.",
      "url": "https://www.fathom.ai/",
      "pricingUrl": "https://www.fathom.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Team is $15 per user a month billed annually or $19 monthly, with a 2-user minimum. Business is $25 or $34. Premium for individuals is $16 or $20.",
      "startingPrice": 15,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Free forever with unlimited recordings, transcripts and AI summaries.",
      "features": [
        "Call recording",
        "Summaries",
        "CRM sync"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales and customer teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.fathom.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.fathom.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "faxend",
      "name": "Faxend",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Send real faxes from AI assistants: PDF to any fax number, delivery status, pages left.",
      "url": "https://faxend.com/",
      "pricingUrl": "https://faxend.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "PDF to any fax number",
        "Delivery status",
        "Pages left"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.faxend/faxend). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://faxend.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.faxend/faxend",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "featureloom",
      "name": "featureloom",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "AI project management for any team: agents write plans, deliver and report. You accept the work.",
      "url": "https://featureloom.com/",
      "pricingUrl": "https://featureloom.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Agents write plans",
        "Deliver",
        "Report"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.featureloom/featureloom). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://featureloom.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.featureloom/featureloom",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "feedhorizon",
      "name": "FeedHorizon",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish posts on X, LinkedIn, Instagram, Bluesky and Pinterest.",
      "url": "https://feedhorizon.com/",
      "pricingUrl": "https://feedhorizon.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish posts on X, LinkedIn, Instagram, Bluesky",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.feedhorizon/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://feedhorizon.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.feedhorizon/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "feedsquad",
      "name": "FeedSquad",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish to LinkedIn, X, and Threads from your AI. Content calendar, approval-first.",
      "url": "https://feedsquad.com/",
      "pricingUrl": "https://feedsquad.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish to LinkedIn, X, and Threads from your AI",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.feedsquad/feedsquad). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://feedsquad.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.feedsquad/feedsquad",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "feedzai",
      "name": "Feedzai",
      "vendor": "Feedzai",
      "category": "Financial crime",
      "description": "AI platform for fraud detection and anti-money-laundering in banking.",
      "url": "https://www.feedzai.com/",
      "pricingUrl": "https://www.feedzai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fraud detection",
        "AML",
        "Transaction monitoring"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "banking-capital-markets",
        "finance-insurance"
      ],
      "bestFor": "Bank risk and fraud teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.feedzai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "fetch-router",
      "name": "Fetch Router",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Verified web fetch for agents: detects blocks and empty JS pages, falls back, bills only on success.",
      "url": "https://fetchrouter.dev/",
      "pricingUrl": "https://fetchrouter.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Detects blocks",
        "Empty JS pages",
        "Falls back",
        "Bills only on success"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.fetchrouter/fetchrouter-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fetchrouter.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.fetchrouter/fetchrouter-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fetchlayer",
      "name": "FetchLayer",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "226 tools for Reddit, X, TikTok, Instagram, YouTube, reviews, ads, shopping and search data.",
      "url": "https://fetchlayer.dev/",
      "pricingUrl": "https://fetchlayer.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "226 tools for Reddit",
        "TikTok",
        "Instagram",
        "YouTube"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.fetchlayer/fetchlayer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fetchlayer.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.fetchlayer/fetchlayer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fezola",
      "name": "Fezola",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Read, search and draft replies across all your mailboxes, Google Chat and Telegram.",
      "url": "https://app.fezola.com/",
      "pricingUrl": "https://app.fezola.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read, search and draft replies across all your mailboxes, Google Chat",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fezola.app/fezola). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://app.fezola.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fezola.app/fezola",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ficiel",
      "name": "Ficiel",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Read and search your Instagram, WhatsApp and LinkedIn DMs and prepare follow-ups you approve.",
      "url": "https://ficiel.io/",
      "pricingUrl": "https://ficiel.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and search your Instagram, WhatsApp and LinkedIn DMs and prepare",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.ficiel/ficiel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ficiel.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.ficiel/ficiel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fieldsmith",
      "name": "Fieldsmith",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Run a field-service business from chat: schedule, jobs, customers, invoices and expenses.",
      "url": "https://fieldsmith.work/",
      "pricingUrl": "https://fieldsmith.work/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule",
        "Jobs",
        "Customers",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "finance-accounting"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (work.fieldsmith/fieldsmith). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fieldsmith.work/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=work.fieldsmith/fieldsmith",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "figma",
      "name": "Figma",
      "vendor": "Figma",
      "category": "Product design",
      "description": "Collaborative design tool with AI generation for prototypes and apps.",
      "url": "https://www.figma.com/",
      "pricingUrl": "https://www.figma.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Professional full seats are shown at $16 a month. Organization is $55 and Enterprise is $90 per full seat, billed annually. Dev and Collab seats cost less.",
      "startingPrice": 16,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "Sign-up is free; plan limits were not confirmed on the reviewed page.",
      "features": [
        "Design canvas",
        "Figma Make",
        "Prototyping"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software",
        "fashion-apparel-design"
      ],
      "bestFor": "Product designers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.figma.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.figma.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "figurelane",
      "name": "FigureLane",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Bookkeeping records, invoice drafts and accountant reports, with owner approval for every change.",
      "url": "https://figurelane.com/",
      "pricingUrl": "https://figurelane.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bookkeeping records",
        "Invoice drafts",
        "Accountant reports",
        "Owner approval for every change"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.figurelane/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://figurelane.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.figurelane/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fileaify",
      "name": "Fileaify",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Project memory, documentation and controlled secret access for AI coding agents.",
      "url": "https://fileaify.com/",
      "pricingUrl": "https://fileaify.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Project memory",
        "Documentation",
        "Controlled secret access for AI coding agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fileaify/fileaify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fileaify.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fileaify/fileaify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fin-codes-api",
      "name": "Fin Codes API",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Validate IBANs and bank codes, verify payee names, and screen names against sanctions lists.",
      "url": "https://fincodesapi.com/",
      "pricingUrl": "https://fincodesapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Validate IBANs",
        "Bank codes",
        "Verify payee names",
        "And screen names against sanctions lists"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance",
        "finance-accounting"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fincodesapi/fincodesapi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fincodesapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fincodesapi/fincodesapi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "financial-datasets",
      "name": "Financial Datasets",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Structured, real-time stock market data for 27,000+ active and delisted U.S. tickers.",
      "url": "https://financialdatasets.ai/",
      "pricingUrl": "https://financialdatasets.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Structured, real-time stock market data for 27,000+ active and delisted",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.financialdatasets/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://financialdatasets.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.financialdatasets/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "financialfilings",
      "name": "FinancialFilings",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Filings and XBRL financials for listed companies worldwide: official filings, as published.",
      "url": "https://financialfilings.com/",
      "pricingUrl": "https://financialfilings.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Official filings",
        "As published"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.financialfilings/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://financialfilings.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.financialfilings/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "finquest",
      "name": "Finquest",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Korean stocks & bonds: DART filings, segment trends, earnings drivers, dividends, prices, bonds.",
      "url": "https://finquest.space/",
      "pricingUrl": "https://finquest.space/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DART filings",
        "Segment trends",
        "Earnings drivers",
        "Dividends"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (space.finquest/finquest). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://finquest.space/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=space.finquest/finquest",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "finvector",
      "name": "FinVector",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search SEC filings by meaning. Every result cites its filing, with a link to sec.gov.",
      "url": "https://finvector.ai/",
      "pricingUrl": "https://finvector.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.finvector/finvector). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://finvector.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.finvector/finvector",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "finwire-pl",
      "name": "finwire.pl",
      "vendor": "Not verified",
      "category": "Economic data",
      "description": "Live Polish rates, FX, housing prices, rents, credit market, legal limits and macro data.",
      "url": "https://finwire.pl/",
      "pricingUrl": "https://finwire.pl/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live Polish rates",
        "Housing prices",
        "Rents",
        "Credit market"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "market-investment-research"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Economists and policy analysts.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pl.finwire/data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://finwire.pl/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pl.finwire/data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "finzdata",
      "name": "FinzData",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Point-in-time stocks, ETFs, futures, GEX, crypto, FX, macro, COT, 13F, ships, ports, flights, power.",
      "url": "https://finzdata.com/",
      "pricingUrl": "https://finzdata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Point-in-time stocks",
        "ETFs",
        "Futures",
        "GEX"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.finzdata/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://finzdata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.finzdata/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "firecms-cloud",
      "name": "FireCMS Cloud",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Manage FireCMS Cloud from an AI agent: Firestore data, collections, schemas and users.",
      "url": "https://firecms.co/",
      "pricingUrl": "https://firecms.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Firestore data",
        "Collections",
        "Schemas",
        "Users"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.firecms/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://firecms.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.firecms/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fireflies",
      "name": "Fireflies",
      "vendor": "Fireflies.ai",
      "category": "Meeting notes",
      "description": "AI notetaker that transcribes, summarises and searches meetings.",
      "url": "https://fireflies.ai/",
      "pricingUrl": "https://fireflies.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $10 per seat a month billed annually or $18 monthly. Business is $19 or $29. Enterprise is $39, annual only.",
      "startingPrice": 10,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Free forever with unlimited transcription and limited AI summaries.",
      "features": [
        "Meeting transcription",
        "Summaries",
        "Search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams with many calls.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://fireflies.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://fireflies.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "firemark",
      "name": "Firemark",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read how often ChatGPT, Perplexity, Gemini and Google AI name your brand, its rivals and sources.",
      "url": "https://tryfiremark.com/",
      "pricingUrl": "https://tryfiremark.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read how often ChatGPT",
        "Perplexity",
        "Gemini",
        "Google AI name your brand"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tryfiremark/firemark). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tryfiremark.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tryfiremark/firemark",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "firma-de",
      "name": "firma.de",
      "vendor": "Not verified",
      "category": "Tax & accounting",
      "description": "German tools for founders: formation costs, notary and tax adviser fees, taxes, holdings, e-invoices.",
      "url": "https://www.firma.de/",
      "pricingUrl": "https://www.firma.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Formation costs",
        "Notary",
        "Tax adviser fees",
        "Taxes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Tax and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.firma/rechner). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.firma.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.firma/rechner",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "firmary",
      "name": "Firmary",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Work with an accounting firm's clients, engagements, tasks, documents, messages and billing.",
      "url": "https://firmary.app/",
      "pricingUrl": "https://firmary.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Work with an accounting firm's clients",
        "Engagements",
        "Tasks",
        "Documents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.firmary/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://firmary.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.firmary/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "firmium",
      "name": "Firmium",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "European company, sales and visitor intelligence: profiles, financials, prospecting, VAT, monitoring.",
      "url": "https://www.firmium.de/",
      "pricingUrl": "https://www.firmium.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Profiles",
        "Financials",
        "Prospecting",
        "VAT"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.firmium/firmium). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.firmium.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.firmium/firmium",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "firsay",
      "name": "Firsay",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find Web3 people with proof: founders, BD and listing managers, KOLs, market makers, VCs.",
      "url": "https://firsay.io/",
      "pricingUrl": "https://firsay.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Founders",
        "Listing managers",
        "KOLs",
        "Market makers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.firsay/firsay). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://firsay.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.firsay/firsay",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fish-audio",
      "name": "Fish Audio",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "AI text-to-speech and voice cloning with emotion control, plus real-time voice models for voice agents.",
      "url": "https://fish.audio/",
      "pricingUrl": "https://fish.audio/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Text to speech",
        "Voice cloning",
        "Emotion control",
        "Real-time voice"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the MarkTechPost feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fish.audio/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.marktechpost.com/2026/11/10/fish-audio-live-3-full-duplex-voice-model/",
          "label": "MarkTechPost",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fishbowl",
      "name": "Fishbowl",
      "vendor": "Fishbowl",
      "category": "Inventory management",
      "description": "Inventory and warehouse management for small and mid-sized businesses.",
      "url": "https://www.fishbowlinventory.com/",
      "pricingUrl": "https://www.fishbowlinventory.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Essentials is $229, Growth $429 and Scale $729 a month, billed annually. Advanced Warehouse starts at $595 and Advanced Manufacturing at $675.",
      "startingPrice": 229,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Warehouse control",
        "Barcode scanning",
        "QuickBooks integration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "plan-supply-chain"
      ],
      "sectors": [
        "wholesale-distribution",
        "manufacturing"
      ],
      "bestFor": "Warehouses using QuickBooks.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.fishbowlinventory.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.fishbowlinventory.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "fiverr",
      "name": "Fiverr",
      "vendor": "Fiverr",
      "category": "Freelance marketplace",
      "description": "Marketplace for productised freelance services.",
      "url": "https://www.fiverr.com/",
      "pricingUrl": "https://www.fiverr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Service listings",
        "Payments",
        "AI tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers selling fixed-scope services.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.fiverr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "fivetran",
      "name": "Fivetran",
      "vendor": "Fivetran",
      "category": "Data pipelines",
      "description": "Managed connectors that move data into warehouses.",
      "url": "https://www.fivetran.com/",
      "pricingUrl": "https://www.fivetran.com/pricing",
      "pricingModel": "Usage based",
      "pricingSummary": "Pay for what you use each month. Costs vary by connector and usage, with a pricing estimator on the page.",
      "startingPrice": null,
      "currency": null,
      "billing": "usage-based",
      "freePlan": "A Free Plan is offered; limits were not confirmed. New connections get a 14-day free trial.",
      "features": [
        "Managed connectors",
        "Schema drift handling",
        "Warehouse loading"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "retail-ecommerce"
      ],
      "bestFor": "Teams that prefer not to maintain connectors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.fivetran.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.fivetran.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "flaghand",
      "name": "Flaghand",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "The social media scheduler for AI agents. Agents schedule over MCP; Flaghand posts on time.",
      "url": "https://flaghand.com/",
      "pricingUrl": "https://flaghand.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.flaghand/flaghand). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flaghand.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.flaghand/flaghand",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flamigo",
      "name": "Flamigo",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn notes into slides, edit presentations, compare designs, and export HTML or PowerPoint.",
      "url": "https://flamigo.ai/",
      "pricingUrl": "https://flamigo.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn notes into slides",
        "Edit presentations",
        "Compare designs",
        "And export HTML or PowerPoint"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.flamigo/presentation). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flamigo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.flamigo/presentation",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flarewarden",
      "name": "FlareWarden",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Check if a site or service like Stripe is down, and monitor your sites, cron jobs and status pages.",
      "url": "https://flarewarden.com/",
      "pricingUrl": "https://flarewarden.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check if a site or service like Stripe is down",
        "And monitor your sites",
        "Cron jobs",
        "Status pages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.flarewarden/website-monitoring). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flarewarden.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.flarewarden/website-monitoring",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flawpilot",
      "name": "FlawPilot",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Scan websites and code for security, performance and SEO issues from your AI assistant.",
      "url": "https://flawpilot.com/",
      "pricingUrl": "https://flawpilot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scan websites",
        "Code for security",
        "Performance",
        "SEO issues from your AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.flawpilot/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flawpilot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.flawpilot/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flayr",
      "name": "flayr",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Create, schedule and publish social posts to 13 platforms for your brands.",
      "url": "https://flayr.social/",
      "pricingUrl": "https://flayr.social/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, schedule and publish social posts to 13 platforms for your",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (social.flayr/flayr). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flayr.social/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=social.flayr/flayr",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fleetkeep",
      "name": "Fleetkeep",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Review fleet actions, search vehicles and inspect maintenance dates and reminder delivery history.",
      "url": "https://fleetkeep.co.uk/",
      "pricingUrl": "https://fleetkeep.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Review fleet actions",
        "Search vehicles",
        "Inspect maintenance dates",
        "Reminder delivery history"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.fleetkeep/fleetkeep). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fleetkeep.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.fleetkeep/fleetkeep",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flomixy",
      "name": "Flomixy",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Social media scheduling for agencies. AI drafts and schedules posts, a human approves first.",
      "url": "https://flomixy.com/",
      "pricingUrl": "https://flomixy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.flomixy/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flomixy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.flomixy/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "floot",
      "name": "Floot",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Builds web and mobile apps inside Claude, ChatGPT or Cursor, and handles the backend, database, logins and hosting.",
      "url": "https://floot.com/",
      "pricingUrl": "https://floot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Backend and database",
        "User logins",
        "Hosting",
        "In-app payments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Product Hunt — AI code feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://floot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.producthunt.com/products/floot",
          "label": "Product Hunt — AI code",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "floppy",
      "name": "Floppy",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Share a file with a short link and see who opened it: pages read, time per page, bots filtered.",
      "url": "https://fpy.sh/",
      "pricingUrl": "https://fpy.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Pages read",
        "Time per page",
        "Bots filtered"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.fpy/floppy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fpy.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.fpy/floppy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flowlines",
      "name": "Flowlines",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "MCP observability: analyse MCP server usage, investigate sessions, and instrument MCP servers.",
      "url": "https://flowlines.ai/",
      "pricingUrl": "https://flowlines.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Analyse MCP server usage",
        "Investigate sessions",
        "And instrument MCP servers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.flowlines/flowlines). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flowlines.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.flowlines/flowlines",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flowrunner-prompt-to-flow",
      "name": "FlowRunner Prompt to Flow",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Describe an automation in plain English and get a working FlowRunner flow with approval steps.",
      "url": "https://flowrunner.ai/",
      "pricingUrl": "https://flowrunner.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Workflow automation",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.flowrunner/prompt-to-flow). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://flowrunner.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.flowrunner/prompt-to-flow",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flux-linkedin",
      "name": "Flux LinkedIn",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "LinkedIn intelligence: post analytics and research for public profiles and company pages.",
      "url": "https://www.fluxgraph.app/",
      "pricingUrl": "https://www.fluxgraph.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Post analytics",
        "Research for public profiles",
        "Company pages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.fluxgraph/linkedin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.fluxgraph.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.fluxgraph/linkedin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fly",
      "name": "Fly",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Manage Fly.io apps, Machines, volumes, secrets, Managed Postgres, and Sprites with OAuth.",
      "url": "https://fly.io/",
      "pricingUrl": "https://fly.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage Fly.io apps",
        "Machines",
        "Volumes",
        "Secrets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.fly/fly-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fly.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.fly/fly-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "flyway",
      "name": "Flyway",
      "vendor": "Redgate",
      "category": "Schema migration",
      "description": "Version control and automated deployment for database migrations.",
      "url": "https://www.red-gate.com/products/flyway/",
      "pricingUrl": "https://www.red-gate.com/products/flyway/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Versioned migrations",
        "Automated deployment",
        "Many engines"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling",
        "database-administration"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Teams keeping migrations in version control.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.red-gate.com/products/flyway/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "fn2-ai",
      "name": "FN2 AI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Stock, earnings and macro research with scheduled agents. FN2 account and OAuth required.",
      "url": "https://fn2.ai/",
      "pricingUrl": "https://fn2.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Stock, earnings and macro research with scheduled agents",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.fn2/fn2). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fn2.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.fn2/fn2",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fokals",
      "name": "Fokals",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Market & Company Intelligence for AI agents: next adoptions, company health, signals, market feeds.",
      "url": "https://www.fokals.com/",
      "pricingUrl": "https://www.fokals.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Next adoptions",
        "Company health",
        "Signals",
        "Market feeds"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fokals/fokals). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.fokals.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fokals/fokals",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "foliopress",
      "name": "FolioPress",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Website and blog builder that translates pages with AI and publishes each language at its own address.",
      "url": "https://foliopress.io/",
      "pricingUrl": "https://foliopress.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Multilingual pages",
        "AI translation",
        "Separate URL per language",
        "Blog"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize",
        "build-apps-no-code"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Businesses publishing in several languages.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://foliopress.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/foliopress",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "foliosio",
      "name": "Foliosio",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Read your support inbox, tag conversations and save draft replies from your AI agent. Never sends.",
      "url": "https://www.foliosio.com/",
      "pricingUrl": "https://www.foliosio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your support inbox",
        "Tag conversations",
        "Save draft replies from your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.foliosio/support-inbox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.foliosio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.foliosio/support-inbox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "footgun",
      "name": "Footgun",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Dated, verified API breakages for coding agents, plus a local scan for them in your existing code.",
      "url": "https://getfootgun.com/",
      "pricingUrl": "https://getfootgun.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Dated, verified API breakages for coding agents, plus a local scan",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getfootgun/footgun). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getfootgun.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getfootgun/footgun",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "forge-by-ui8",
      "name": "Forge by UI8",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "A visual brain for your agents: live, reusable UI fragments and skills to pull into code.",
      "url": "https://ui8.ai/",
      "pricingUrl": "https://ui8.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live",
        "Reusable UI fragments",
        "Skills to pull into code"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ui8/forge). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ui8.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ui8/forge",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "formgong",
      "name": "Formgong",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Create contact forms, get HTML/React/Next.js snippets and read recent submissions on Formgong.",
      "url": "https://formgong.com/",
      "pricingUrl": "https://formgong.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create contact forms",
        "Get HTML/React/Next.js snippets",
        "Read recent submissions on Formgong"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.formgong/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://formgong.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.formgong/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "formlume-for-google-forms",
      "name": "Formlume for Google Forms",
      "vendor": "Not verified",
      "category": "Teaching tools",
      "description": "Google Forms MCP: create forms and graded quizzes in your Google Drive, then summarize responses.",
      "url": "https://forms.pratikpoddar.in/",
      "pricingUrl": "https://forms.pratikpoddar.in/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create forms",
        "Graded quizzes in your Google Drive",
        "Then summarize responses"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning",
        "qualitative-analysis"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers and trainers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (in.pratikpoddar.forms/formlume). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://forms.pratikpoddar.in/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=in.pratikpoddar.forms/formlume",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "forms-legal-templates",
      "name": "Forms Legal templates",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Search legal document templates for 36 jurisdictions and cite Forms Legal pages.",
      "url": "https://forms-legal.com/",
      "pricingUrl": "https://forms-legal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Legal research",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.forms-legal/legal-templates). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://forms-legal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.forms-legal/legal-templates",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "formsmcp",
      "name": "FormsMCP",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Hosted form backend for coding agents: create form endpoints, verify submissions, manage webhooks.",
      "url": "https://formsmcp.com/",
      "pricingUrl": "https://formsmcp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create form endpoints",
        "Verify submissions",
        "Manage webhooks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.formsmcp/formsmcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://formsmcp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.formsmcp/formsmcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "formule",
      "name": "Formule",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Real estate CRM for Claude and ChatGPT: find leads and listings, report on pipeline, log follow-ups.",
      "url": "https://formule.io/",
      "pricingUrl": "https://formule.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find leads",
        "Listings",
        "Report on pipeline",
        "Log follow-ups"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.formule/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://formule.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.formule/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fortare-for-fortnox",
      "name": "Fortare for Fortnox",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Connect ChatGPT and Claude to Fortnox: invoices, customers, reports. Every write needs your OK.",
      "url": "https://fortare.ai/",
      "pricingUrl": "https://fortare.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Invoices",
        "Customers",
        "Reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.fortare/fortnox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fortare.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.fortare/fortnox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "forthcast-inventory",
      "name": "Forthcast Inventory",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Demand forecasts, reorder points, order quantities and inventory health for Shopify stores.",
      "url": "https://forthcast.io/",
      "pricingUrl": "https://forthcast.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Demand forecasts",
        "Reorder points",
        "Order quantities",
        "Inventory health for Shopify stores"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain",
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.forthcast/inventory). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://forthcast.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.forthcast/inventory",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "forumdataapi",
      "name": "ForumDataAPI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Real-time community forum posts, search, nested comments & mentions MCP. OAuth or API key.",
      "url": "https://forumdataapi.com/",
      "pricingUrl": "https://forumdataapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time community forum posts",
        "Search",
        "Nested comments & mentions MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.forumdataapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://forumdataapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.forumdataapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fotogenic-ai",
      "name": "Fotogenic AI",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "Create product photos, on-model images, ad visuals and short videos from one product photo.",
      "url": "https://fotogenic.ai/",
      "pricingUrl": "https://fotogenic.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create product photos",
        "On-model images",
        "Ad visuals",
        "Short videos from one product photo"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos",
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.fotogenic/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fotogenic.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.fotogenic/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fotor",
      "name": "Fotor",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Create images, video and audio with Fotor.",
      "url": "https://www.fotor.com/",
      "pricingUrl": "https://www.fotor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create images",
        "Video",
        "Audio with Fotor"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "create-video-audio"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fotor.mcp/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.fotor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fotor.mcp/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fourkites",
      "name": "FourKites",
      "vendor": "FourKites",
      "category": "Supply chain operations",
      "description": "Use shipment visibility and AI agents to coordinate carrier follow-up, supplier documents, customer updates, and facility appointments.",
      "url": "https://www.fourkites.ai/",
      "pricingUrl": "https://www.fourkites.ai/contact",
      "pricingModel": "Contact sales",
      "pricingSummary": "Contact FourKites for an outcome-based commercial proposal; no public amount was verified.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "No free plan verified.",
      "features": [
        "Shipment monitoring",
        "Carrier follow-up agents",
        "Supplier document processing",
        "Facility appointment coordination"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain",
        "automate-workflows",
        "customer-support"
      ],
      "sectors": [
        "transport-logistics",
        "manufacturing",
        "retail-ecommerce",
        "food-beverage-production"
      ],
      "bestFor": "Enterprise logistics teams, shippers, and supply chain operations leaders.",
      "limitations": [
        "Operational usefulness depends on connected shipment and partner data.",
        "Agree approval and exception-handling rules before automating external actions."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.fourkites.ai/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.fourkites.ai/contact",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Current official site uses fourkites.ai and outcome-based positioning. No seat-based price or unverified TMS integration is assumed.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "fourward",
      "name": "Fourward",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Score any website's AI search visibility out of 100 and see which of 20 AI crawlers can read it.",
      "url": "https://www.fourwardhq.com/",
      "pricingUrl": "https://www.fourwardhq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fourwardhq/fourward). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.fourwardhq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fourwardhq/fourward",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "foxreach",
      "name": "FoxReach",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Run FoxReach cold email outreach: campaigns, replies, leads, sequences, templates, sending accounts.",
      "url": "https://www.foxreach.io/",
      "pricingUrl": "https://www.foxreach.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Campaigns",
        "Replies",
        "Leads",
        "Sequences"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.foxreach/foxreach). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.foxreach.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.foxreach/foxreach",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "foxstep",
      "name": "Foxstep",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Search and read your Foxstep guides and checked public how-to guides, with screenshots.",
      "url": "https://foxstep.io/",
      "pricingUrl": "https://foxstep.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and read your Foxstep guides and checked public how-to guides",
        "Knowledge & memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.foxstep/foxstep). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://foxstep.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.foxstep/foxstep",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fred",
      "name": "FRED",
      "vendor": "Federal Reserve Bank of St. Louis",
      "category": "Economic data",
      "description": "Free database of economic time series with charting and an API.",
      "url": "https://fred.stlouisfed.org/",
      "pricingUrl": "https://fred.stlouisfed.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Economic time series",
        "Charts",
        "Data API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "analyze-data"
      ],
      "sectors": [
        "economics-policy",
        "banking-capital-markets",
        "universities-academic-research"
      ],
      "bestFor": "Economists and students pulling macro data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 0), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://fred.stlouisfed.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "freespy",
      "name": "FreeSpy",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Ad intelligence: see which Meta, TikTok and YouTube ads are scaling, right inside your AI.",
      "url": "https://freespy.io/",
      "pricingUrl": "https://freespy.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See which Meta",
        "TikTok",
        "YouTube ads are scaling",
        "Right inside your AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.freespy/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://freespy.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.freespy/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fresh2wow",
      "name": "Fresh2Wow",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Social media publishing from your assistant: brand voice, media, drafts, review, scheduling, metrics.",
      "url": "https://fresh2wow.com/",
      "pricingUrl": "https://fresh2wow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Brand voice",
        "Media",
        "Drafts",
        "Review"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fresh2wow/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fresh2wow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fresh2wow/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fresha",
      "name": "Fresha",
      "vendor": "Fresha",
      "category": "Salon & spa",
      "description": "Booking and business software for salons, barbers and spas.",
      "url": "https://www.fresha.com/",
      "pricingUrl": "https://www.fresha.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Appointment booking",
        "Payments",
        "Client marketing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "automate-workflows"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Salon and spa owners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.fresha.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "freshbooks",
      "name": "FreshBooks",
      "vendor": "FreshBooks",
      "category": "Accounting",
      "description": "Invoicing and accounting for self-employed professionals.",
      "url": "https://www.freshbooks.com/",
      "pricingUrl": "https://www.freshbooks.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Lite is $23, Plus $43 and Premium $70 a month. An 80% discount for the first 4 months was advertised.",
      "startingPrice": 23,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. A free trial is offered.",
      "features": [
        "Invoicing",
        "Expenses",
        "Time tracking"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "finance-accounting"
      ],
      "sectors": [
        "freelance-creator-economy",
        "accounting-audit-tax"
      ],
      "bestFor": "Self-employed professionals.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.freshbooks.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.freshbooks.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "frihet-erp",
      "name": "Frihet ERP",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Frihet ERP over MCP: invoices, quotes, expenses, clients, CRM, banking and Spanish tax summaries.",
      "url": "https://www.frihet.io/",
      "pricingUrl": "https://www.frihet.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Invoices",
        "Quotes",
        "Expenses",
        "Clients"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.frihet/erp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.frihet.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.frihet/erp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fromerica-u-s-trade-data",
      "name": "Fromerica U.S. Trade Data",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "Find U.S. manufacturers by product, plus U.S. tariffs (HTS), export data and party screening.",
      "url": "https://www.fromerica.com/",
      "pricingUrl": "https://www.fromerica.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Wholesale & distribution",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "risk-compliance"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fromerica.api/trade-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.fromerica.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fromerica.api/trade-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "frostbyte",
      "name": "Frostbyte",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Product planning workspace for AI coding agents: tasks, releases, feedback and decisions over MCP.",
      "url": "https://getfrostbyte.dev/",
      "pricingUrl": "https://getfrostbyte.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tasks",
        "Releases",
        "Feedback",
        "Decisions over MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.getfrostbyte/frostbyte). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getfrostbyte.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.getfrostbyte/frostbyte",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fudge-for-shopify",
      "name": "Fudge for Shopify",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Run your Shopify store with AI: drafts you approve, what to fix, and how your store is doing.",
      "url": "https://www.fudge.ai/",
      "pricingUrl": "https://www.fudge.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Drafts you approve",
        "What to fix",
        "And how your store is doing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.fudge/fudge). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.fudge.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.fudge/fudge",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fulcra",
      "name": "Fulcra",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Use your Fulcra secure context lake to collaborate with other agents, read and write data, and more.",
      "url": "https://fulcradynamics.com/",
      "pricingUrl": "https://fulcradynamics.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Write data",
        "And more"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fulcradynamics/context). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fulcradynamics.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fulcradynamics/context",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "fundbiz-lender-index",
      "name": "FundBiz Lender Index",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "UK specialty business finance lender terms and rates from the FundBiz Lender Index. Read-only.",
      "url": "https://fundbiz.co.uk/",
      "pricingUrl": "https://fundbiz.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "UK specialty business finance lender terms",
        "Rates from the FundBiz Lender Index"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.fundbiz/lender-index). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fundbiz.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.fundbiz/lender-index",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "fynsight",
      "name": "fynsight",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "DATEV financial data for AI assistants: P&L, KPIs, bookings, budgets and monthly reporting.",
      "url": "https://fynsight.de/",
      "pricingUrl": "https://fynsight.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "P&L",
        "KPIs",
        "Bookings",
        "Budgets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.fynsight/datev). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fynsight.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.fynsight/datev",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "galaxy",
      "name": "Galaxy",
      "vendor": "Galaxy Project",
      "category": "Bioinformatics platform",
      "description": "Open, web-based platform for reproducible data-intensive biomedical analysis.",
      "url": "https://galaxyproject.org/",
      "pricingUrl": "https://galaxyproject.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Reproducible workflows",
        "Large tool library",
        "Public servers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "bioinformatics"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research",
        "universities-academic-research"
      ],
      "bestFor": "Biologists running genomics without command-line setup.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://galaxyproject.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "gale-finance",
      "name": "Gale Finance",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Risk and return metrics for stocks, ETFs, crypto and commodities, with citable Gale Finance sources.",
      "url": "https://www.gale.finance/",
      "pricingUrl": "https://www.gale.finance/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk and return metrics for stocks, ETFs, crypto and commodities",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (finance.gale/market-metrics). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.gale.finance/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=finance.gale/market-metrics",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "gamma",
      "name": "Gamma",
      "vendor": "Gamma",
      "category": "Presentations and documents",
      "description": "Creates presentations, documents, web pages, and social visuals with AI-assisted outlining, design, and editing.",
      "url": "https://gamma.app/",
      "pricingUrl": "https://gamma.app/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free, Plus, Pro, and Ultra tiers. Numerical subscription prices were not exposed in the reviewed pricing-page text.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Up to 10 slides per prompt, with PDF/PPTX import and export options; paid Plus removes Gamma branding.",
      "features": [
        "Presentation generation",
        "AI-assisted editing",
        "PDF and PowerPoint import",
        "Document creation",
        "Social graphics"
      ],
      "integrations": [
        "Slack",
        "Notion",
        "Dropbox"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "create-visuals",
        "write-and-edit"
      ],
      "bestFor": "Consultants and business teams turning ideas into presentation drafts and visual documents.",
      "limitations": [
        "Free outputs retain Gamma branding.",
        "Advanced models and customization depend on the plan."
      ],
      "verificationNotes": "Product and pricing pages opened. Tier capabilities were visible but numeric paid prices were not; no amount inferred.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://gamma.app/",
          "label": "Gamma official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://gamma.app/pricing",
          "label": "Gamma official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "gankdat",
      "name": "gankdat",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "UK company lookup & payment practices, UK/EU tenders, awards, planning, charities, NHS, trade marks.",
      "url": "https://gankdat.com/",
      "pricingUrl": "https://gankdat.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "UK company lookup & payment practices",
        "UK/EU tenders",
        "Awards",
        "Planning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.gankdat/gankdat). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gankdat.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.gankdat/gankdat",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "gaugely",
      "name": "Gaugely",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "AI interview screening: create interviews from a JD, invite candidates, read evidence-backed scores.",
      "url": "https://gaugely.io/",
      "pricingUrl": "https://gaugely.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create interviews from a JD",
        "Invite candidates",
        "Read evidence-backed scores"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.gaugely/gaugely). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gaugely.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.gaugely/gaugely",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "geenie",
      "name": "Geenie",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Amazon Ads and Seller Central for your AI assistant: reports, campaign management and seller data.",
      "url": "https://geenie.io/",
      "pricingUrl": "https://geenie.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reports",
        "Campaign management",
        "Seller data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.geenie/geenie). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://geenie.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.geenie/geenie",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gemini-in-bigquery",
      "name": "Gemini in BigQuery",
      "vendor": "Google Cloud",
      "category": "Cloud database assistant",
      "description": "AI assistance for writing, explaining and preparing data in BigQuery.",
      "url": "https://docs.cloud.google.com/bigquery/docs/gemini-overview",
      "pricingUrl": "https://docs.cloud.google.com/bigquery/docs/gemini-overview",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SQL generation",
        "Query explanation",
        "Data preparation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql",
        "data-pipelines"
      ],
      "sectors": [
        "technology-software",
        "retail-ecommerce"
      ],
      "bestFor": "Teams analysing data in BigQuery.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://docs.cloud.google.com/bigquery/docs/gemini-overview",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "gemini-notebook",
      "name": "Gemini Notebook",
      "vendor": "Google",
      "category": "Source-based research",
      "description": "Formerly NotebookLM: explore source materials and turn them into summaries, study aids, and audio overviews.",
      "url": "https://notebook.google/",
      "pricingUrl": "https://support.google.com/gemininotebook/answer/16213268",
      "pricingModel": "Free + paid",
      "pricingSummary": "Standard is free; higher allowances come through Google AI plans or qualifying Workspace and Cloud subscriptions.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Standard includes 100 notebooks per user and 50 sources per notebook; generation limits also apply.",
      "features": [
        "Source-based answers",
        "Audio overviews",
        "Study materials",
        "Document summaries"
      ],
      "integrations": [
        "Google Docs",
        "Google Slides"
      ],
      "platforms": [
        "Web",
        "Mobile"
      ],
      "tasks": [
        "research-evidence",
        "find-team-knowledge",
        "lesson-planning"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers and learners working from a defined set of documents.",
      "limitations": [
        "Source and generation limits depend on plan.",
        "Check answers against the original source."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://support.google.com/gemininotebook/answer/16213268",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://workspace.google.com/intl/en_in/products/gemini-notebook/",
          "label": "Official product and supported sources",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        }
      ],
      "verificationNotes": "Vendor-published capabilities reviewed; fit is editorial, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "geneious",
      "name": "Geneious",
      "vendor": "Geneious",
      "category": "Sequence analysis",
      "description": "Bioinformatics software for sequence analysis, antibody discovery and molecular biology.",
      "url": "https://www.geneious.com/",
      "pricingUrl": "https://www.geneious.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Geneious Prime is $2,350 a year for commercial use, $660 for academic and government users, and $200 for students. Group licences cost more.",
      "startingPrice": 2350,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan for Prime. A free trial is offered.",
      "features": [
        "Sequence alignment",
        "Antibody analysis",
        "Cloning design"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "bioinformatics",
        "drug-discovery"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research"
      ],
      "bestFor": "Molecular biologists analysing sequences.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.geneious.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.geneious.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "general-dispatch",
      "name": "General Dispatch",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "The system of record for home-service businesses, run by your agent: CRM, booking, texts, quotes.",
      "url": "https://generaldispatch.ai/",
      "pricingUrl": "https://generaldispatch.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CRM",
        "Booking",
        "Texts",
        "Quotes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "manage-projects"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.generaldispatch/general-dispatch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://generaldispatch.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.generaldispatch/general-dispatch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "generect",
      "name": "Generect",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "B2B lead and company data for AI agents: search, emails, phones and profiles.",
      "url": "https://generect.com/",
      "pricingUrl": "https://generect.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Emails",
        "Phones",
        "Profiles"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.generect/generect-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://generect.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.generect/generect-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gentool",
      "name": "GenTool",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Research B2B buyers with receipts and draft the first touch. You send; GenTool never does.",
      "url": "https://gentool.fockeadvisory.com/",
      "pricingUrl": "https://gentool.fockeadvisory.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Research B2B buyers with receipts",
        "Draft the first touch"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.fockeadvisory/gentool). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gentool.fockeadvisory.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.fockeadvisory/gentool",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "geocode-ai",
      "name": "Geocode AI",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Administrative boundaries for every place on Earth: search, reverse lookup, polygons, areas.",
      "url": "https://geocodeai.dev/",
      "pricingUrl": "https://geocodeai.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Reverse lookup",
        "Polygons",
        "Areas"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "earth-climate-geospatial"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.geocodeai/geocode). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://geocodeai.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.geocodeai/geocode",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "geogebra",
      "name": "GeoGebra",
      "vendor": "GeoGebra",
      "category": "Maths learning",
      "description": "Interactive maths tools for geometry, algebra, graphing and teaching.",
      "url": "https://www.geogebra.org/",
      "pricingUrl": "https://www.geogebra.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Graphing",
        "Geometry",
        "Classroom resources"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation",
        "lesson-planning"
      ],
      "sectors": [
        "education-learning",
        "mathematics-statistics"
      ],
      "bestFor": "Maths teachers and learners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.geogebra.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "georgia-civic-data",
      "name": "Georgia Civic Data",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Query, filter, aggregate, and link Georgia education, Census, immigration, and health datasets.",
      "url": "https://georgiacivicdata.org/",
      "pricingUrl": "https://georgiacivicdata.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query, filter, aggregate, and link Georgia education, Census",
        "Data analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.georgiacivicdata/georgia-civic-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://georgiacivicdata.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.georgiacivicdata/georgia-civic-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "georgia-commons",
      "name": "Georgia Commons",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Georgia's Code, bills, Supreme Court opinions, and 2025-2026 House and Senate meetings. Independent.",
      "url": "https://georgiacommons.org/",
      "pricingUrl": "https://georgiacommons.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Georgia's Code",
        "Bills",
        "Supreme Court opinions",
        "And 2025-2026 House"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.georgiacommons/georgia-commons). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://georgiacommons.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.georgiacommons/georgia-commons",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "get-shouting",
      "name": "Get Shouting",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Marketing MCP: social, email, SMS, CRM, ads, analytics. OAuth; confirm before send/spend.",
      "url": "https://www.getshouting.com/",
      "pricingUrl": "https://www.getshouting.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Social",
        "Email",
        "SMS",
        "CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.getshouting/get-shouting). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.getshouting.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.getshouting/get-shouting",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "getcourier",
      "name": "GetCourier",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Email for AI agents: inbox in one call, no signup; codes, links, reply, send; own domains.",
      "url": "https://getcourier.dev/",
      "pricingUrl": "https://getcourier.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Inbox in one call",
        "No signup",
        "Codes",
        "Links"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.getcourier/getcourier). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getcourier.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.getcourier/getcourier",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "getfund",
      "name": "getfund",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Find and win startup funding: programs, investors, perks, and an AI autopilot for applications.",
      "url": "https://getfund.space/",
      "pricingUrl": "https://getfund.space/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Programs",
        "Investors",
        "Perks",
        "And an AI autopilot for applications"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (space.getfund/getfund). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getfund.space/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=space.getfund/getfund",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "getitdone",
      "name": "GetItDone",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "AI-native task management: list, create, update and archive tasks with rich context for AI agents.",
      "url": "https://nowgetitdone.com/",
      "pricingUrl": "https://nowgetitdone.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "List",
        "Create",
        "Update",
        "Archive tasks with rich context for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nowgetitdone/getitdone). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nowgetitdone.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nowgetitdone/getitdone",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "getlawed",
      "name": "GetLawED",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Search official South African law, quote the exact section and check case citations.",
      "url": "https://getlawed.co.za/",
      "pricingUrl": "https://getlawed.co.za/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search official South African law",
        "Quote the exact section",
        "Check case citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (za.co.getlawed/sa-law). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getlawed.co.za/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=za.co.getlawed/sa-law",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "getpeppr",
      "name": "getpeppr",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Peppol e-invoicing: look up participants, validate invoices, and send sandbox test invoices.",
      "url": "https://getpeppr.dev/",
      "pricingUrl": "https://getpeppr.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Look up participants",
        "Validate invoices",
        "And send sandbox test invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.getpeppr/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getpeppr.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.getpeppr/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "getsales",
      "name": "GetSales",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Drive a GetSales workspace: tables, people, companies, enrichment, workflows, inbox, tasks, signals.",
      "url": "https://getsales.io/",
      "pricingUrl": "https://getsales.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tables",
        "People",
        "Companies",
        "Enrichment"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.getsales/outreach-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getsales.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.getsales/outreach-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "giljo-hq",
      "name": "Giljo HQ",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Context engineering for AI coding agents: product context, project missions, and 360 memory.",
      "url": "https://giljo.ai/",
      "pricingUrl": "https://giljo.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Product context",
        "Project missions",
        "And 360 memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.giljo/hq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://giljo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.giljo/hq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "githits",
      "name": "GitHits",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.",
      "url": "https://githits.com/",
      "pricingUrl": "https://githits.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search public open-source code",
        "Documentation",
        "Metadata",
        "Vulnerabilities"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.githits/githits). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://githits.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.githits/githits",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "github-copilot",
      "name": "GitHub Copilot",
      "vendor": "GitHub",
      "category": "Coding assistant",
      "description": "Draft and edit code, review changes, and run coding tasks across GitHub, the editor, and terminal.",
      "url": "https://github.com/features/copilot",
      "pricingUrl": "https://github.com/features/copilot/plans",
      "pricingModel": "Free + paid",
      "pricingSummary": "Free tier available. Pro is US$10 per user monthly; premium agent work consumes included credits and may incur additional usage charges.",
      "startingPrice": 10,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free includes 2,000 code completions per month; agent usage and model access are limited.",
      "features": [
        "Code completion",
        "Coding agents",
        "Pull request review",
        "Recurring coding tasks"
      ],
      "integrations": [
        "GitHub",
        "Visual Studio Code"
      ],
      "platforms": [
        "Web",
        "macOS",
        "CLI",
        "IDE extension"
      ],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Developers and engineering teams working in GitHub repositories.",
      "limitations": [
        "Review generated code and tests before merging.",
        "Agent credits and features depend on the plan; additional usage can cost extra."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://github.com/features/copilot",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://github.com/features/copilot/plans",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Capabilities reflect vendor documentation; suitability is an editorial mapping, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "gitring",
      "name": "gitring",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Source control for coding agents: declare an intent, settle overlaps before code, verify each push.",
      "url": "https://gitring.tech/",
      "pricingUrl": "https://gitring.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Declare an intent",
        "Settle overlaps before code",
        "Verify each push"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.gitring/gitring). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gitring.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.gitring/gitring",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "glean",
      "name": "Glean",
      "vendor": "Glean",
      "category": "Enterprise knowledge",
      "description": "Enterprise search, AI assistance, and agents grounded in connected company knowledge and access permissions.",
      "url": "https://www.glean.com/",
      "pricingUrl": "https://www.glean.com/get-a-demo",
      "pricingModel": "Contact sales",
      "pricingSummary": "Contact the vendor for a proposal. Official documentation describes consumption credits for some agent and premium-model usage; no public base price was verified.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "Unknown; no permanent free plan verified.",
      "features": [
        "Enterprise search",
        "Company-context answers",
        "Agent building",
        "Permission-aware access"
      ],
      "integrations": [
        "Slack",
        "Google Drive",
        "Jira",
        "Confluence",
        "SharePoint",
        "GitHub",
        "Salesforce"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "find-team-knowledge",
        "research-evidence",
        "automate-workflows",
        "write-and-edit"
      ],
      "bestFor": "Organizations with knowledge distributed across many business systems.",
      "limitations": [
        "Requires connecting and governing company knowledge sources.",
        "Commercial terms and AI usage allowances need a vendor proposal."
      ],
      "verificationNotes": "Product and demo pages reviewed; /pricing redirects to the homepage. Consumption details were visible in official documentation search results only.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Glean states that users only see company information they are permitted to access; review source permissions and retention settings before deployment.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.glean.com/",
          "label": "Glean official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.glean.com/get-a-demo",
          "label": "Glean official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://docs.glean.com/administration/assistant/configuration/supported-llms",
          "label": "Glean model usage and pricing documentation (search extract)",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "glen",
      "name": "Glen",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Search your team's shared agent memory, and use and save the org's skills and documents.",
      "url": "https://tryglen.com/",
      "pricingUrl": "https://tryglen.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search your team's shared agent memory",
        "And use",
        "Save the org's skills",
        "Documents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tryglen/glen). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tryglen.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tryglen/glen",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "glo-law",
      "name": "GLO Law",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "U.S. legal research: court opinions, statutes, state regulations and corrections policies.",
      "url": "https://glolaw.org/",
      "pricingUrl": "https://glolaw.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Legal research",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.glolaw/glo-law). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://glolaw.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.glolaw/glo-law",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "global-law",
      "name": "Global law",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "The law of nearly every country on earth, any date: read it, see what changed it, check citations.",
      "url": "https://lexifina.com/",
      "pricingUrl": "https://lexifina.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read it",
        "See what changed it",
        "Check citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lexifina/global-law). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lexifina.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lexifina/global-law",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "glokki-cms",
      "name": "glokki CMS",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Create and publish CMS pages from defineBlock() blocks. Open the editor after deploying new blocks.",
      "url": "https://glokki.com/",
      "pricingUrl": "https://glokki.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create and publish CMS pages from defineBlock() blocks",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.glokki/cms). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://glokki.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.glokki/cms",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "glossa",
      "name": "Glossa",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "AI-native translation management: push translation files, translate, review and audit strings.",
      "url": "https://getglossa.dev/",
      "pricingUrl": "https://getglossa.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Push translation files",
        "Translate",
        "Review",
        "Audit strings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.getglossa/glossa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getglossa.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.getglossa/glossa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "go-shift",
      "name": "Go Shift",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage Google, Meta, TikTok, Snapchat and LinkedIn ads, GA4, GTM and Search Console by chat.",
      "url": "https://goshift-eg.com/",
      "pricingUrl": "https://goshift-eg.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage Google",
        "Meta",
        "TikTok",
        "Snapchat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.goshift-eg/ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://goshift-eg.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.goshift-eg/ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "goalie-ip-trademark-search",
      "name": "Goalie IP Trademark Search",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Search and screen US and Canadian federal trademarks; records, deadlines, ID Manual.",
      "url": "https://www.goalieip.com/",
      "pricingUrl": "https://www.goalieip.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and screen US and Canadian federal trademarks; records",
        "Legal research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.goalieip/trademark). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.goalieip.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.goalieip/trademark",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "gong",
      "name": "Gong",
      "vendor": "Gong",
      "category": "Sales intelligence",
      "description": "Analyzes customer interactions to help revenue teams understand pipeline risk, coach sellers, and automate sales follow-up work.",
      "url": "https://www.gong.io/",
      "pricingUrl": "https://www.gong.io/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Custom quote with per-user licenses and a platform fee based on supported users.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "Unknown; no permanent free plan verified.",
      "features": [
        "Customer interaction analysis",
        "Pipeline forecasting",
        "Sales coaching",
        "Follow-up automation"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "sales-outreach",
        "analyze-data",
        "summarize-meetings",
        "automate-workflows"
      ],
      "bestFor": "Sales leaders, revenue operations teams, and account managers.",
      "limitations": [
        "Pricing requires a tailored proposal.",
        "Value depends on access to relevant customer interaction data."
      ],
      "verificationNotes": "Official product and pricing pages reviewed. Vendor-reported performance figures were not copied into the catalog.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.gong.io/",
          "label": "Gong official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.gong.io/pricing",
          "label": "Gong official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "google-ads-mcp",
      "name": "google-ads-mcp",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Google Ads automation with AI: analyze performance, manage campaigns, optimize bids.",
      "url": "https://pipeboard.co/",
      "pricingUrl": "https://pipeboard.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Analyze performance",
        "Manage campaigns",
        "Optimize bids"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.pipeboard/google-ads-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pipeboard.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.pipeboard/google-ads-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "google-earth-engine",
      "name": "Google Earth Engine",
      "vendor": "Google",
      "category": "Geospatial analysis",
      "description": "Cloud platform for planetary-scale satellite imagery analysis.",
      "url": "https://earthengine.google.com/",
      "pricingUrl": "https://earthengine.google.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Satellite archive",
        "Cloud analysis",
        "Code editor"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis",
        "climate-sustainability"
      ],
      "sectors": [
        "earth-climate-geospatial",
        "agriculture-forestry",
        "water-waste-environment"
      ],
      "bestFor": "Remote-sensing scientists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://earthengine.google.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "google-gemini",
      "name": "Google Gemini",
      "vendor": "Google",
      "category": "General assistant",
      "description": "Google’s assistant supports research, writing, and media creation, with expanded access through Google AI plans.",
      "url": "https://gemini.google.com/",
      "pricingUrl": "https://one.google.com/about/google-ai-plans/",
      "pricingModel": "Not verified",
      "pricingSummary": "Google AI Plus, Pro, and Ultra offer different feature allowances. Localized prices were not captured.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Free tier limits were not verified in the reviewed paid-plan page.",
      "features": [
        "Deep Research",
        "Writing assistance",
        "Image generation",
        "Google app assistance"
      ],
      "integrations": [
        "Gmail",
        "Google Docs",
        "Google Sheets"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "research-evidence",
        "write-and-edit",
        "create-visuals",
        "create-video-audio"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People using Google’s productivity and AI products.",
      "limitations": [
        "Features depend on country and plan.",
        "Review research citations and generated content."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://one.google.com/about/google-ai-plans/",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Paid upgrade capabilities reviewed. Free-tier eligibility and exact numeric prices remain unverified.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "gpt-business",
      "name": "GPT Business",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Read your GPT Business workspace, calculate quotes and invoices, and prepare business drafts.",
      "url": "https://gptbusiness.io/",
      "pricingUrl": "https://gptbusiness.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your GPT Business workspace",
        "Calculate quotes",
        "Invoices",
        "And prepare business drafts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "run-freelance-business"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.gptbusiness/gpt-business). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gptbusiness.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.gptbusiness/gpt-business",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gpu-finder",
      "name": "GPU Finder",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "GPU prices, observed stock and seven-day availability history. Read-only; API key.",
      "url": "https://gpufinder.dev/",
      "pricingUrl": "https://gpufinder.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "GPU prices",
        "Observed stock",
        "Seven-day availability history"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.gpufinder/gpufinder). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gpufinder.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.gpufinder/gpufinder",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "gradescope",
      "name": "Gradescope",
      "vendor": "Turnitin",
      "category": "Assessment",
      "description": "Online grading for exams and assignments with AI-assisted answer grouping.",
      "url": "https://www.gradescope.com/",
      "pricingUrl": "https://turnitin.gradescope.com/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Answer grouping",
        "Rubrics",
        "Code autograder"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning",
        "universities-academic-research"
      ],
      "bestFor": "University instructors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.gradescope.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://turnitin.gradescope.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "grafizum-command-center",
      "name": "Grafizum Command Center",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Command center for developers coordinating AI coding agents across projects.",
      "url": "https://grafizum.com/",
      "pricingUrl": "https://grafizum.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.grafizum/grafizum-command-center). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://grafizum.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.grafizum/grafizum-command-center",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gralus",
      "name": "Gralus",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Check your site's SEO, rankings and AI search visibility, and review fixes, from your AI assistant.",
      "url": "https://gralus.com/",
      "pricingUrl": "https://gralus.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check your site's SEO",
        "Rankings",
        "AI search visibility",
        "And review fixes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.gralus/gralus). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gralus.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.gralus/gralus",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "grammarly",
      "name": "Grammarly",
      "vendor": "Superhuman",
      "category": "Writing and communication",
      "description": "Writing assistance that checks grammar, rewrites sentences, adjusts tone, and drafts content across documents and business applications.",
      "url": "https://www.grammarly.com/ai",
      "pricingUrl": "https://www.grammarly.com/plans",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro costs $12/member/month billed annually, or $30 billed monthly. Enterprise pricing is quoted.",
      "startingPrice": 12,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Grammar checks, tone visibility, and 100 AI prompts per month.",
      "features": [
        "Grammar suggestions",
        "Sentence rewrites",
        "Tone adjustments",
        "AI drafting",
        "Team style guides"
      ],
      "integrations": [
        "Google Docs",
        "Microsoft Word",
        "Gmail",
        "Microsoft Outlook",
        "Slack"
      ],
      "platforms": [
        "Web",
        "Windows",
        "macOS",
        "iOS",
        "Android"
      ],
      "tasks": [
        "write-and-edit"
      ],
      "bestFor": "Professionals editing emails, proposals, reports, and shared business writing.",
      "limitations": [
        "Advanced rewriting and brand controls require a paid plan.",
        "Free and Pro generative prompts have monthly limits."
      ],
      "verificationNotes": "AI overview, plans, and Pro page opened. Pro page explicitly confirms annual and monthly billing.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.grammarly.com/ai",
          "label": "Grammarly official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.grammarly.com/plans",
          "label": "Grammarly official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.grammarly.com/pro",
          "label": "Pro billing and integrations",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.grammarly.com/pro",
          "label": "Supported business applications",
          "checkedAt": "2026-11-04",
          "supports": "integrations"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "granola",
      "name": "Granola",
      "vendor": "Granola",
      "category": "Meeting notes",
      "description": "AI notepad that enhances your own meeting notes using the transcript.",
      "url": "https://www.granola.ai/",
      "pricingUrl": "https://www.granola.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Business is $14 and Enterprise $35 per user a month.",
      "startingPrice": 14,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Basic is $0 with AI meeting notes and limited meeting history.",
      "features": [
        "Notes enhancement",
        "No meeting bot",
        "Templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Professionals who take their own notes.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.granola.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.granola.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "graphlog-career",
      "name": "Graphlog Career",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "The career management plugin for your own AI assistant: CVs, cover letters, interviews and more.",
      "url": "https://graphlog.ai/",
      "pricingUrl": "https://graphlog.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CVs",
        "Cover letters",
        "Interviews",
        "More"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.graphlog/career). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://graphlog.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.graphlog/career",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "graphpad-prism",
      "name": "GraphPad Prism",
      "vendor": "Dotmatics",
      "category": "Scientific statistics",
      "description": "Statistics and graphing software designed for bench scientists.",
      "url": "https://www.graphpad.com/",
      "pricingUrl": "https://www.graphpad.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Curve fitting",
        "Scientific graphs",
        "Guided statistics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "create-visuals"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research",
        "universities-academic-research"
      ],
      "bestFor": "Biologists analysing lab results.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.graphpad.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "great-expectations",
      "name": "Great Expectations",
      "vendor": "Great Expectations",
      "category": "Data observability",
      "description": "Data quality testing with an open-source core.",
      "url": "https://greatexpectations.io/",
      "pricingUrl": "https://greatexpectations.io/pricing/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Data tests",
        "Validation reports",
        "Pipeline checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Engineers adding quality checks to pipelines.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://greatexpectations.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "grommetbook",
      "name": "Grommetbook",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Sign shop software your AI runs: Price Book, Quotes customers approve online, Job board.",
      "url": "https://grommetbook.smallwright.com/",
      "pricingUrl": "https://grommetbook.smallwright.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Price Book",
        "Quotes customers approve online",
        "Job board"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "finance-accounting"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.smallwright/grommetbook). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://grommetbook.smallwright.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.smallwright/grommetbook",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "growkik-directorios",
      "name": "Growkik Directorios",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "75,000+ Mexican companies: construction, manufacturing, industrial parks, real estate, freight.",
      "url": "https://growkik.com/",
      "pricingUrl": "https://growkik.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Construction",
        "Manufacturing",
        "Industrial parks",
        "Real estate"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.growkik/directorios). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://growkik.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.growkik/directorios",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "growth-radar",
      "name": "Growth Radar",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Find what to fix on a site, check if changes worked, see how AI reads it. audit, no account.",
      "url": "https://growthradar.app/",
      "pricingUrl": "https://growthradar.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find what to fix on a site",
        "Check if changes worked",
        "See how AI reads it"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.growthradar/growth-radar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://growthradar.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.growthradar/growth-radar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "growthdept",
      "name": "GrowthDept",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Run small business marketing from Claude, ChatGPT or Gemini: drafts, approvals, site checks.",
      "url": "https://growthdept.app/",
      "pricingUrl": "https://growthdept.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Drafts",
        "Approvals",
        "Site checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.growthdept/growthdept). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://growthdept.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.growthdept/growthdept",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gsc-magic",
      "name": "GSC Magic",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Google Search Console, Bing, GA4 and SEO reports for Claude, ChatGPT and any MCP client.",
      "url": "https://gscmagic.com/",
      "pricingUrl": "https://gscmagic.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google Search Console",
        "Bing",
        "GA4",
        "SEO reports for Claude"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.gscmagic/gsc-magic). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gscmagic.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.gscmagic/gsc-magic",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gscpap",
      "name": "GSCPAP",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Google Search Console, GA4 and PageSpeed MCP server for Claude, ChatGPT and Cursor. hosted.",
      "url": "https://gscpap.com/",
      "pricingUrl": "https://gscpap.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google Search Console",
        "GA4",
        "PageSpeed MCP server for Claude",
        "ChatGPT"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.gscpap/gsc-pap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gscpap.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.gscpap/gsc-pap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gtm-api",
      "name": "gtm-api",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own.",
      "url": "https://gtm-api.com/",
      "pricingUrl": "https://gtm-api.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Connect",
        "Message",
        "Enrich on accounts you own"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.gtm-api/linkedin-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gtm-api.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.gtm-api/linkedin-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gtm-vault",
      "name": "GTM Vault",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "GTM operator evidence in Claude: layer audit, Build Your Stack, operator stacks, episode search.",
      "url": "https://www.gtmvault.co/",
      "pricingUrl": "https://www.gtmvault.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Layer audit",
        "Build Your Stack",
        "Operator stacks",
        "Episode search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.gtmvault/gtm-vault). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.gtmvault.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.gtmvault/gtm-vault",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "guardcue",
      "name": "GuardCue",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Checks a site built with AI tools for security problems and gives the fix in plain English.",
      "url": "https://guardcue.com/",
      "pricingUrl": "https://guardcue.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Security",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.guardcue/guardcue). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://guardcue.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.guardcue/guardcue",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "guesty",
      "name": "Guesty",
      "vendor": "Guesty",
      "category": "Short-term rentals",
      "description": "Property management for short-term rental operators with AI guest communication.",
      "url": "https://www.guesty.com/",
      "pricingUrl": "https://www.guesty.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Guesty Lite starts at $9 per listing a month. Guesty Pro is priced by number of listings.",
      "startingPrice": 9,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. Guesty Lite has a 14-day free trial.",
      "features": [
        "Rental management",
        "Channel distribution",
        "AI messaging"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism",
        "real-estate"
      ],
      "bestFor": "Vacation rental operators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.guesty.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.guesty.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "gufi",
      "name": "Gufi",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Your AI builds and runs your business system: tables, apps, automations, records, tasks, reports.",
      "url": "https://gufi.dev/",
      "pricingUrl": "https://gufi.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tables",
        "Apps",
        "Automations",
        "Records"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code",
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.gufi/gufi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gufi.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.gufi/gufi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "guidemark",
      "name": "GuideMark",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Create and edit product tours and beacon tooltips on your website, as drafts or live.",
      "url": "https://guidemark.co/",
      "pricingUrl": "https://guidemark.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create and edit product tours and beacon tooltips on your website, as",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.guidemark/guidemark). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://guidemark.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.guidemark/guidemark",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "gumroad",
      "name": "Gumroad",
      "vendor": "Gumroad",
      "category": "Creator monetisation",
      "description": "Sell digital products, courses and memberships directly.",
      "url": "https://gumroad.com/",
      "pricingUrl": "https://gumroad.com/pricing",
      "pricingModel": "Usage based",
      "pricingSummary": "10% plus $0.50 per direct sale and 30% on Discover marketplace sales, with no monthly charge.",
      "startingPrice": null,
      "currency": null,
      "billing": "per transaction",
      "freePlan": "No monthly fee; you pay per sale.",
      "features": [
        "Digital sales",
        "Licensing",
        "Simple storefront"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "teach-online"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Independents selling digital products.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://gumroad.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://gumroad.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "gwix",
      "name": "GWIX",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Global market intelligence from premier data partners and government agencies, with citations.",
      "url": "https://gwix.ai/",
      "pricingUrl": "https://gwix.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Government agencies",
        "Citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.gwix/gwix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://gwix.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.gwix/gwix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "hackolade",
      "name": "Hackolade",
      "vendor": "Hackolade",
      "category": "Schema design",
      "description": "Data modelling for NoSQL, SQL and API schemas.",
      "url": "https://hackolade.com/",
      "pricingUrl": "https://hackolade.com/pricing.html",
      "pricingModel": "Paid",
      "pricingSummary": "Subscriptions are €175 per dedicated seat a month or €1,750 a year.",
      "startingPrice": 175,
      "currency": "EUR",
      "billing": "monthly",
      "freePlan": "No free plan. 14-day free trial with no card.",
      "features": [
        "NoSQL modelling",
        "Schema generation",
        "Documentation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Data modellers working with NoSQL.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://hackolade.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://hackolade.com/pricing.html",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "hacktron",
      "name": "Hacktron",
      "vendor": "Not verified",
      "category": "Security",
      "description": "AI security platform for continuous red teaming, pull request security review and white-box pentests.",
      "url": "https://www.hacktron.ai/",
      "pricingUrl": "https://www.hacktron.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Red teaming",
        "PR security review",
        "White-box pentests"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the OpenAI News feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.hacktron.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://openai.com/index/partnering-with-hacktron",
          "label": "OpenAI News",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hal",
      "name": "HAL",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Customer conversations, help center, CRM, deals and email campaigns on HAL (chatwithhal.com).",
      "url": "https://chatwithhal.com/",
      "pricingUrl": "https://chatwithhal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Customer conversations",
        "Help center",
        "CRM",
        "Deals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.chatwithhal/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://chatwithhal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.chatwithhal/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "handbookhub",
      "name": "HandbookHub",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Search and read saved employee handbooks with scoped, read-only access and policy source links.",
      "url": "https://handbookhub.com/",
      "pricingUrl": "https://handbookhub.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and read saved employee handbooks with scoped, read-only access",
        "Knowledge & memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.handbookhub/handbookhub). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://handbookhub.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.handbookhub/handbookhub",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hanoo",
      "name": "Hanoo",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Manage PHP apps on your own Ubuntu servers: deploy, roll back and inspect Laravel and WordPress.",
      "url": "https://hanoo.io/",
      "pricingUrl": "https://hanoo.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy",
        "Roll back",
        "Inspect Laravel",
        "WordPress"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.hanoo/hanoo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hanoo.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.hanoo/hanoo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "harboriq",
      "name": "HarborIQ",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "CRM for independent insurance agencies, with carrier appetite answers that cite the carrier's own page.",
      "url": "https://harboriq.co/",
      "pricingUrl": "https://harboriq.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Agency CRM",
        "Carrier appetite search",
        "Cited answers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "insurance-actuarial"
      ],
      "sectors": [
        "insurance-actuarial"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Hacker News — Show HN AI feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://harboriq.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://harboriq.co",
          "label": "Hacker News — Show HN AI",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "harmonic-aristotle",
      "name": "Harmonic Aristotle",
      "vendor": "Harmonic",
      "category": "Mathematical AI",
      "description": "AI that produces formally verified reasoning, including verification of software and hardware.",
      "url": "https://www.harmonic.fun/",
      "pricingUrl": "https://www.harmonic.fun/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Formal verification",
        "Lean-based reasoning",
        "Mathematical problem solving"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation"
      ],
      "sectors": [
        "mathematics-statistics"
      ],
      "bestFor": "Mathematicians and engineers exploring formally verified AI output.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.harmonic.fun/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "harp",
      "name": "Harp",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Outbound sales rails for Claude: accounts, contacts, sequences and replies, sent from your mailbox.",
      "url": "https://harpgtm.com/",
      "pricingUrl": "https://harpgtm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounts",
        "Contacts",
        "Sequences",
        "Replies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.harpgtm/harp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://harpgtm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.harpgtm/harp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "harvey",
      "name": "Harvey",
      "vendor": "Harvey",
      "category": "Legal work",
      "description": "Research legal questions, analyze document collections, draft work, and coordinate legal workflows for professional teams.",
      "url": "https://www.harvey.ai/",
      "pricingUrl": "https://www.harvey.ai/contact-sales",
      "pricingModel": "Contact sales",
      "pricingSummary": "Contact the vendor for current commercial terms; no public amount verified.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "No free plan verified.",
      "features": [
        "Legal research",
        "Bulk document analysis",
        "Contract review",
        "Legal workflow agents"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "legal-research",
        "write-and-edit",
        "find-team-knowledge"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Law firms, in-house counsel, and professional legal teams.",
      "limitations": [
        "Lawyers must verify citations, jurisdiction, and legal conclusions.",
        "Availability of content and workflows depends on the agreement and configuration."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.harvey.ai/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.harvey.ai/contact-sales",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "The public site directs prospective customers to a sales demo; no current public numeric price was verified. This record does not imply access to every legal source.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "hawk-ai",
      "name": "Hawk AI",
      "vendor": "Hawk",
      "category": "Financial crime",
      "description": "AI for anti-money-laundering and fraud with explainable alerts.",
      "url": "https://hawk.ai/",
      "pricingUrl": "https://hawk.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AML monitoring",
        "Explainable alerts",
        "Screening"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Compliance officers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://hawk.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "hawklify-for-odoo",
      "name": "Hawklify for Odoo",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Read, write and run Odoo actions from any AI app, as each user, with approval rules per colleague.",
      "url": "https://hawklify.com/",
      "pricingUrl": "https://hawklify.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read, write and run Odoo actions from any AI app, as each user",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.hawklify/odoo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hawklify.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.hawklify/odoo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "heal-dev",
      "name": "heal.dev",
      "vendor": "Heal",
      "category": "Software testing",
      "description": "Agentic testing tool for finding bugs that code review misses; seen on Product Hunt.",
      "url": "https://www.heal.dev/",
      "pricingUrl": "https://www.heal.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Agentic testing",
        "Bug detection",
        "Vulnerability checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Engineering teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.heal.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "healthmap",
      "name": "HealthMap",
      "vendor": "Boston Children's Hospital",
      "category": "Disease surveillance",
      "description": "Automated online disease outbreak monitoring and mapping.",
      "url": "https://www.healthmap.org/en/",
      "pricingUrl": "https://www.healthmap.org/en/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Outbreak mapping",
        "Automated monitoring",
        "Public access"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "geospatial-analysis"
      ],
      "sectors": [
        "public-health-epidemiology"
      ],
      "bestFor": "Epidemiologists and public health officers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.healthmap.org/en/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "hebbia",
      "name": "Hebbia",
      "vendor": "Hebbia",
      "category": "Finance document AI",
      "description": "AI platform for analysing large document sets in finance and law.",
      "url": "https://www.hebbia.com/",
      "pricingUrl": "https://www.hebbia.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Multi-document analysis",
        "Matrix workflows",
        "Citation trails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "legal-research"
      ],
      "sectors": [
        "banking-capital-markets",
        "legal-professional-services"
      ],
      "bestFor": "Investment and legal professionals.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.hebbia.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "heidi-health",
      "name": "Heidi Health",
      "vendor": "Heidi",
      "category": "Clinical documentation",
      "description": "AI medical scribe for clinical notes, letters and follow-up documents.",
      "url": "https://www.heidihealth.com/",
      "pricingUrl": "https://www.heidihealth.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Encounter transcription",
        "Note templates",
        "Referral letters"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-documentation"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Independent clinicians and small practices.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.heidihealth.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "helpcenter-io-for-agents",
      "name": "HelpCenter.io for agents",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Without an account, an AI agent can create or migrate a help center and hand its user a claim link.",
      "url": "https://helpcenter.io/",
      "pricingUrl": "https://helpcenter.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Without an account",
        "An AI agent can create or migrate a help center",
        "Hand its user a claim link"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.helpcenter/agent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://helpcenter.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.helpcenter/agent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "heritagedeed",
      "name": "HeritageDeed",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "US title search, auction pre-checks, surplus and tax sale lists, flood, radon and LLC lookups.",
      "url": "https://heritagedeed.com/",
      "pricingUrl": "https://heritagedeed.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US title search",
        "Auction pre-checks",
        "Surplus",
        "Tax sale lists"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.heritagedeed/title-search). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://heritagedeed.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.heritagedeed/title-search",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "heuritech",
      "name": "Heuritech",
      "vendor": "Heuritech",
      "category": "Fashion trends",
      "description": "Forecasts fashion trends using AI analysis of social images.",
      "url": "https://heuritech.com/",
      "pricingUrl": "https://heuritech.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Trend forecasting",
        "Image recognition",
        "Collection planning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design",
        "market-investment-research"
      ],
      "sectors": [
        "fashion-apparel-design",
        "retail-ecommerce"
      ],
      "bestFor": "Merchandisers and trend teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked or did not answer our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://heuritech.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "hex",
      "name": "Hex",
      "vendor": "Hex",
      "category": "Data notebooks",
      "description": "Collaborative data workspace mixing SQL, Python and AI-assisted analysis.",
      "url": "https://hex.tech/",
      "pricingUrl": "https://hex.tech/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Professional is $36 and Team $75 per editor a month, plus compute above the free sizes. Enterprise is custom.",
      "startingPrice": 36,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "A Community plan is offered; limits were not confirmed.",
      "features": [
        "SQL and Python notebooks",
        "AI assist",
        "Shared apps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "statistics-modelling"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Data teams publishing analyses.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://hex.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://hex.tech/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "heygen",
      "name": "HeyGen",
      "vendor": "HeyGen",
      "category": "AI video",
      "description": "AI avatar video generation with translation and lip sync.",
      "url": "https://www.heygen.com/",
      "pricingUrl": "https://www.heygen.com/en-in/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Creator is $29, Pro $49 and Business $149 a month, with 2 months free on yearly billing.",
      "startingPrice": 29,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "$0 a month plan for trying it out.",
      "features": [
        "Avatars",
        "Video translation",
        "Templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "translate-localize"
      ],
      "sectors": [
        "marketing-advertising",
        "education-learning"
      ],
      "bestFor": "Training and marketing teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.heygen.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.heygen.com/en-in/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "heyreach",
      "name": "HeyReach",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Automate HeyReach: campaigns, voice notes, ElevenLabs voices, leads, unibox, webhooks, analytics.",
      "url": "https://www.heyreach.io/",
      "pricingUrl": "https://www.heyreach.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Campaigns",
        "Voice notes",
        "ElevenLabs voices",
        "Leads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.heyreach/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.heyreach.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.heyreach/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hhxg-a-share-market-data",
      "name": "hhxg A-share Market Data",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "China A-share market data, stock screening and research tools.",
      "url": "https://hhxg.top/",
      "pricingUrl": "https://hhxg.top/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "China A-share market data",
        "Stock screening",
        "Research tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (top.hhxg/a-share-market-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hhxg.top/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=top.hhxg/a-share-market-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hi-moose",
      "name": "Hi, Moose",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AEO and SEO for your brand: content briefs, drafts, audits, and AI search visibility reports.",
      "url": "https://himoose.com/",
      "pricingUrl": "https://himoose.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Content briefs",
        "Drafts",
        "Audits",
        "And AI search visibility reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.himoose/aeo-tools). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://himoose.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.himoose/aeo-tools",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hiddencontent",
      "name": "HiddenContent",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Check a document for hidden text before your agent reads it. PDF, Office, RTF, HTML.",
      "url": "https://hiddencontent.ai/",
      "pricingUrl": "https://hiddencontent.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Security",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.hiddencontent/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hiddencontent.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.hiddencontent/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "highseat",
      "name": "Highseat",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Read a site's web analytics, and manage its notes, goals, funnels, reports and settings.",
      "url": "https://highseat.com/",
      "pricingUrl": "https://highseat.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read a site's web analytics",
        "And manage its notes",
        "Goals",
        "Funnels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.highseat/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://highseat.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.highseat/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hijiffy",
      "name": "HiJiffy",
      "vendor": "HiJiffy",
      "category": "Guest experience",
      "description": "AI guest communications for hotels across chat and messaging channels.",
      "url": "https://www.hijiffy.com/",
      "pricingUrl": "https://www.hijiffy.com/plans-and-pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Plans start at €99, €159 and €319 a month by room count, plus a setup fee. Dollar and pound prices are also listed.",
      "startingPrice": 99,
      "currency": "EUR",
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Guest chatbot",
        "Booking assistance",
        "Multi-language replies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations",
        "customer-support"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotels handling repetitive guest questions.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.hijiffy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.hijiffy.com/plans-and-pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "hippocratic-ai",
      "name": "Hippocratic AI",
      "vendor": "Hippocratic AI",
      "category": "Healthcare agents",
      "description": "Safety-focused generative AI voice agents for non-diagnostic patient-facing healthcare tasks.",
      "url": "https://hippocraticai.com/",
      "pricingUrl": "https://hippocraticai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Patient outreach calls",
        "Non-diagnostic agents",
        "Health-system deployment"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "clinical-documentation"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Health systems scaling patient follow-up.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://hippocraticai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "hirebase",
      "name": "Hirebase",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search job postings from employer career pages, match companies, and get pay and hiring insights.",
      "url": "https://www.hirebase.org/",
      "pricingUrl": "https://www.hirebase.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search job postings from employer career pages",
        "Match companies",
        "And get pay",
        "Hiring insights"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.hirebase/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.hirebase.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.hirebase/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hirelabs",
      "name": "Hirelabs",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Find and message top native iGaming and web3 talent: AI search, roles and chats.",
      "url": "https://hirelabs.io/",
      "pricingUrl": "https://hirelabs.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI search",
        "Roles",
        "Chats"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.hirelabs/hirelabs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hirelabs.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.hirelabs/hirelabs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hlix",
      "name": "Hlix",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Build software with your Hlix cloud team: start work, check progress, preview, review and ship.",
      "url": "https://hlix.ai/",
      "pricingUrl": "https://hlix.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Start work",
        "Check progress",
        "Preview",
        "Review"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.hlix/hlix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hlix.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.hlix/hlix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "homedex",
      "name": "Homedex",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "UK homes for sale and to let from estate agents, plus Land Registry sold prices. Read-only.",
      "url": "https://homedex.uk/",
      "pricingUrl": "https://homedex.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "UK homes for sale",
        "To let from estate agents",
        "Land Registry sold prices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.homedex/homedex). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://homedex.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.homedex/homedex",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "homesage-ai",
      "name": "Homesage.ai",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Estimated values, comps, rent, rehab costs and returns for 160M+ US properties, as 30+ agent tools.",
      "url": "https://homesage.ai/",
      "pricingUrl": "https://homesage.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Estimated values",
        "Comps",
        "Rent",
        "Rehab costs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.homesage/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://homesage.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.homesage/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "homotope",
      "name": "homotope",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Vectorize images to SVG, PDF, EPS or DXF, and check a DXF before cutting.",
      "url": "https://homotope.app/",
      "pricingUrl": "https://homotope.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Vectorize images to SVG",
        "PDF",
        "EPS or DXF",
        "And check a DXF before cutting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.homotope/homotope). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://homotope.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.homotope/homotope",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "honeybook",
      "name": "HoneyBook",
      "vendor": "HoneyBook",
      "category": "Freelance operations",
      "description": "Client management and payments platform for service businesses.",
      "url": "https://www.honeybook.com/",
      "pricingUrl": "https://www.honeybook.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Starter is $29, Essentials $49 and Premium $109 a month billed annually. Higher prices are shown for other billing. Availability depends on region.",
      "startingPrice": 29,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. A free trial is offered.",
      "features": [
        "Client flow",
        "Contracts",
        "AI composer"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Photographers and event freelancers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.honeybook.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.honeybook.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "honkio",
      "name": "HonkIO",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Canadian SMS and email API for AI agents: send SMS and email, verify phones, handle CASL consent.",
      "url": "https://honkio.ca/",
      "pricingUrl": "https://honkio.ca/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send SMS",
        "Email",
        "Verify phones",
        "Handle CASL consent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ca.honkio/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://honkio.ca/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ca.honkio/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hookpost",
      "name": "Hookpost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft and schedule social media posts on your connected channels from Claude or any MCP client.",
      "url": "https://hookpost.hookstep.in/",
      "pricingUrl": "https://hookpost.hookstep.in/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft and schedule social media posts on your connected channels from",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (in.hookstep/hookpost). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hookpost.hookstep.in/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=in.hookstep/hookpost",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hoplix-print-on-demand",
      "name": "Hoplix Print on Demand",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Print-on-demand: browse products, create campaigns with your designs, quote, order and track.",
      "url": "https://hoplix.com/",
      "pricingUrl": "https://hoplix.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Browse products",
        "Create campaigns with your designs",
        "Quote",
        "Order"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.hoplix/print-on-demand). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hoplix.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.hoplix/print-on-demand",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hospitality-radar",
      "name": "Hospitality Radar",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Hotel projects in planning and construction worldwide, with signals and decision-maker files.",
      "url": "https://hospitalityradar.io/",
      "pricingUrl": "https://hospitalityradar.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hotel projects in planning",
        "Construction worldwide",
        "Signals",
        "Decision-maker files"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.hospitalityradar/radar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hospitalityradar.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.hospitalityradar/radar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hostsherlock",
      "name": "HostSherlock",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Check SPF, DKIM, DMARC and MX of any domain, and read the DMARC reports of domains you monitor.",
      "url": "https://www.hostsherlock.com/",
      "pricingUrl": "https://www.hostsherlock.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check SPF",
        "DKIM",
        "DMARC",
        "MX of any domain"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.hostsherlock/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.hostsherlock.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.hostsherlock/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hotpath-cloud",
      "name": "hotpath-cloud",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Read-only access to Rust profiling reports from CI: benchmark history, diffs and policies.",
      "url": "https://hotpath.rs/",
      "pricingUrl": "https://hotpath.rs/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Benchmark history",
        "Diffs",
        "Policies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (rs.hotpath/hotpath-cloud). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hotpath.rs/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=rs.hotpath/hotpath-cloud",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "howdygo",
      "name": "HowdyGo",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find, edit, publish and export the interactive product demos in your HowdyGo library.",
      "url": "https://www.howdygo.com/",
      "pricingUrl": "https://www.howdygo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find, edit, publish and export the interactive product demos in your",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.howdygo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.howdygo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.howdygo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "howtoromania",
      "name": "HowToRomania",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Romanian company data, e-Factura and legislation: CUI lookup, courts, risk, invoices, laws.",
      "url": "https://howtoromania.io/",
      "pricingUrl": "https://howtoromania.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CUI lookup",
        "Courts",
        "Risk",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.howtoromania/api). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://howtoromania.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.howtoromania/api",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "htmlradar",
      "name": "Htmlradar",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Send a web page to specific people, control who opens it, see how it was read, and update it.",
      "url": "https://htmlradar.com/",
      "pricingUrl": "https://htmlradar.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send a web page to specific people",
        "Control who opens it",
        "See how it was read",
        "And update it"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.htmlradar/share). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://htmlradar.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.htmlradar/share",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hubpost",
      "name": "HubPost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish posts and short videos to every major social platform from any AI agent.",
      "url": "https://hubpost.co/",
      "pricingUrl": "https://hubpost.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish posts and short videos to every major social",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.hubpost/hubpost). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hubpost.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.hubpost/hubpost",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hubspot-breeze",
      "name": "HubSpot Breeze",
      "vendor": "HubSpot",
      "category": "CRM and business agents",
      "description": "HubSpot's AI assistant uses CRM context to draft content, prepare customer meetings, analyze pipeline information, and help create agents and workflows.",
      "url": "https://www.hubspot.com/products/artificial-intelligence/breeze-ai-assistant",
      "pricingUrl": "https://www.hubspot.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Breeze Assistant is included with HubSpot subscriptions at no extra cost. Other agents and advanced capabilities depend on products, subscriptions, and credits.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Breeze Assistant is advertised as free with HubSpot; additional features can require subscriptions.",
      "features": [
        "CRM-grounded assistance",
        "Email and proposal drafting",
        "Meeting preparation",
        "Agent and workflow building"
      ],
      "integrations": [
        "Google Workspace",
        "Microsoft 365",
        "Slack"
      ],
      "platforms": [
        "Web",
        "iOS",
        "Android"
      ],
      "tasks": [
        "write-and-edit",
        "sales-outreach",
        "customer-support",
        "automate-workflows"
      ],
      "bestFor": "Sales, marketing, and service teams using HubSpot.",
      "limitations": [
        "Feature access varies by HubSpot subscription.",
        "Agent usage and platform charges need separate evaluation."
      ],
      "verificationNotes": "Official assistant and pricing pages reviewed. HubSpot now calls its agent management product Agent Hub; Breeze Assistant remains the assistant brand.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.hubspot.com/products/artificial-intelligence/breeze-ai-assistant",
          "label": "HubSpot Breeze official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.hubspot.com/pricing",
          "label": "HubSpot Breeze official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "hugging-face",
      "name": "Hugging Face",
      "vendor": "Hugging Face",
      "category": "Open models & datasets",
      "description": "Hub for open machine-learning models, datasets and demos used across science and industry.",
      "url": "https://huggingface.co/",
      "pricingUrl": "https://huggingface.co/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Model hub",
        "Datasets",
        "Hosted demos"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development",
        "statistics-modelling"
      ],
      "sectors": [
        "technology-software",
        "science-research",
        "universities-academic-research"
      ],
      "bestFor": "Researchers and engineers finding open models.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://huggingface.co/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "humantone",
      "name": "HumanTone",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Humanize AI drafts in 60+ languages and check AI likelihood. Sign in with your HumanTone account.",
      "url": "https://humantone.io/",
      "pricingUrl": "https://humantone.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Humanize AI drafts in 60+ languages",
        "Check AI likelihood"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.humantone/humantone). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://humantone.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.humantone/humantone",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hustle-got-real",
      "name": "Hustle Got Real",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Dropshipping for eBay, Amazon and Shopify: products, listings, prices, stock, orders and analytics.",
      "url": "https://hustlegotreal.com/",
      "pricingUrl": "https://hustlegotreal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Products",
        "Listings",
        "Prices",
        "Stock"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.hustlegotreal/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hustlegotreal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.hustlegotreal/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hustlin",
      "name": "Hustlin",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "The growth team for new products: plan, approve and measure growth for what you just built.",
      "url": "https://hustlin.ai/",
      "pricingUrl": "https://hustlin.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan",
        "Approve",
        "Measure growth for what you just built"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.hustlin/hustlin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hustlin.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.hustlin/hustlin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "hydrata",
      "name": "Hydrata",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Run ANUGA flood simulations, track progress, and retrieve results on Hydrata Cloud.",
      "url": "https://hydrata.com/",
      "pricingUrl": "https://hydrata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run ANUGA flood simulations",
        "Track progress",
        "And retrieve results on Hydrata Cloud"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis",
        "climate-sustainability"
      ],
      "sectors": [
        "water-waste-environment"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.hydrata/hydrata-mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://hydrata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.hydrata/hydrata-mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "i-tihad-ai",
      "name": "İçtihad AI",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Turkish law research: court decisions, legislation, deadline and fee calculators, case files.",
      "url": "https://ictihad.ai/",
      "pricingUrl": "https://ictihad.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Court decisions",
        "Legislation",
        "Deadline",
        "Fee calculators"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ictihad/ictihad-ai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ictihad.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ictihad/ictihad-ai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "i3dify",
      "name": "i3dify",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn PDFs and images into 3D flipbooks, mockups, cards and albums with a shareable link.",
      "url": "https://i3dify.com/",
      "pricingUrl": "https://i3dify.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn PDFs",
        "Images into 3D flipbooks",
        "Mockups",
        "Cards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.i3dify/i3dify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://i3dify.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.i3dify/i3dify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ibluetext",
      "name": "iBlueText",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Send iMessage, SMS and WhatsApp from a dedicated line, run text campaigns and read replies.",
      "url": "https://ibluetext.com/",
      "pricingUrl": "https://ibluetext.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send iMessage",
        "SMS",
        "WhatsApp from a dedicated line",
        "Run text campaigns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ibluetext/ibluetext). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ibluetext.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ibluetext/ibluetext",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ibm-spss-statistics",
      "name": "IBM SPSS Statistics",
      "vendor": "IBM",
      "category": "Statistical software",
      "description": "Statistical analysis software for surveys, social science and business research.",
      "url": "https://www.ibm.com/products/spss-statistics",
      "pricingUrl": "https://www.ibm.com/products/spss-statistics",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Statistical tests",
        "Survey analysis",
        "Predictive models"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "qualitative-analysis"
      ],
      "sectors": [
        "social-sciences-humanities",
        "universities-academic-research",
        "healthcare-social-care"
      ],
      "bestFor": "Social scientists preferring a menu-driven workflow.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.ibm.com/products/spss-statistics",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ideas",
      "name": "IDeaS",
      "vendor": "IDeaS (SAS)",
      "category": "Hotel revenue management",
      "description": "Revenue management software and analytics for hospitality.",
      "url": "https://ideas.com/",
      "pricingUrl": "https://ideas.com/revenue-management-for-hospitality/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Pricing decisions",
        "Demand forecasting",
        "Group pricing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations",
        "analyze-data"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Revenue leaders at hotel chains.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://ideas.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "illos-illustrations",
      "name": "Illos illustrations",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Find and add animated SVG illustrations for websites and apps: four themes, light and dark, 65 .",
      "url": "https://illos.dev/",
      "pricingUrl": "https://illos.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Four themes",
        "Light",
        "Dark"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.illos/illos). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://illos.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.illos/illos",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "imado",
      "name": "imado",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Read mail on your own domain, write drafts and tag conversations. It can't send.",
      "url": "https://www.imado.cloud/",
      "pricingUrl": "https://www.imado.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read mail on your own domain",
        "Write drafts",
        "Tag conversations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.imado/mail). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.imado.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.imado/mail",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "imagen-ai",
      "name": "Imagen AI",
      "vendor": "Imagen",
      "category": "Photo editing",
      "description": "Learns your editing style and applies it to Lightroom catalogues.",
      "url": "https://imagen-ai.com/",
      "pricingUrl": "https://imagen-ai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Personal AI profiles",
        "Culling",
        "Lightroom workflow"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "High-volume professional photographers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://imagen-ai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "imotai",
      "name": "ImotAI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Bulgarian real-estate listings, district prices and monthly market reports from imotai.bg.",
      "url": "https://imotai.bg/",
      "pricingUrl": "https://imotai.bg/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bulgarian real-estate listings",
        "District prices",
        "Monthly market reports from imotai.bg"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (bg.imotai/imotai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://imotai.bg/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=bg.imotai/imotai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "inbin",
      "name": "Inbin",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Email and meetings for AI agents you can trust: checked mail, held sends, Meet calls you approve.",
      "url": "https://inbin.dev/",
      "pricingUrl": "https://inbin.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Checked mail",
        "Held sends",
        "Meet calls you approve"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.inbin/agent-email). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://inbin.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.inbin/agent-email",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "inboxnest",
      "name": "InboxNest",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Customer support email for founders: read, search, draft and reply to email across all your brands.",
      "url": "https://tryinboxnest.com/",
      "pricingUrl": "https://tryinboxnest.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Search",
        "Draft",
        "Reply to email across all your brands"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tryinboxnest/inboxnest). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tryinboxnest.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tryinboxnest/inboxnest",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "incident-library",
      "name": "Incident Library",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Public post-incident reports as structured cases: search by symptom, read one, list by cause.",
      "url": "https://benchlet.com/",
      "pricingUrl": "https://benchlet.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search by symptom",
        "Read one",
        "List by cause"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.benchlet/incidentlib). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://benchlet.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.benchlet/incidentlib",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "inciteful",
      "name": "Inciteful",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Citation graph search over OpenAlex: similar papers, citation networks, paths and BibTeX export.",
      "url": "https://incitefulmed.com/",
      "pricingUrl": "https://incitefulmed.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Similar papers",
        "Citation networks",
        "Paths",
        "BibTeX export"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "academic-writing"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.incitefulmed/academic). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://incitefulmed.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.incitefulmed/academic",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "indexcyborg",
      "name": "IndexCyborg",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Get websites indexed: Google index status, unindexed pages, IndexNow and sitemap discovery.",
      "url": "https://indexcyborg.com/",
      "pricingUrl": "https://indexcyborg.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google index status",
        "Unindexed pages",
        "IndexNow",
        "Sitemap discovery"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.indexcyborg/indexcyborg). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://indexcyborg.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.indexcyborg/indexcyborg",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "indexmachine",
      "name": "IndexMachine",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Check your own sites' pages on Google and request indexing, plus IndexNow, from your AI assistant.",
      "url": "https://indexmachine.co/",
      "pricingUrl": "https://indexmachine.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check your own sites' pages on Google",
        "Request indexing",
        "IndexNow",
        "From your AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.indexmachine/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://indexmachine.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.indexmachine/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "indox",
      "name": "Indox",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Convert documents, images, video, 3D models and fonts with the Indox API.",
      "url": "https://indox.org/",
      "pricingUrl": "https://indox.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Convert documents",
        "Images",
        "Video",
        "3D models"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.indox/indox-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://indox.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.indox/indox-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "influencico",
      "name": "InfluenciCo",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Influencer marketing: brands find creators and draft campaigns; creators browse offers and earnings.",
      "url": "https://influencico.com/",
      "pricingUrl": "https://influencico.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Brands find creators",
        "Draft campaigns",
        "Creators browse offers",
        "Earnings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.influencico/influencico). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://influencico.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.influencico/influencico",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "informatica-claire",
      "name": "Informatica CLAIRE",
      "vendor": "Informatica",
      "category": "Data management",
      "description": "AI assistance across enterprise data integration, quality and governance.",
      "url": "https://www.informatica.com/platform/claire-ai.html",
      "pricingUrl": "https://www.informatica.com/pricing.html",
      "pricingModel": "Contact sales",
      "pricingSummary": "Uses consumption-based pricing. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "usage-based",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Data integration",
        "Data quality",
        "Metadata automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines",
        "data-modelling"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Large enterprise data teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.informatica.com/platform/claire-ai.html",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.informatica.com/pricing.html",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "infxl-angle",
      "name": "Infxl Angle",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Competitive-intelligence briefs on any company's rivals and market. API key; OAuth planned.",
      "url": "https://infxl.com/",
      "pricingUrl": "https://infxl.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.infxl/angle). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://infxl.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.infxl/angle",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "inki",
      "name": "Inki",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "An editor to finish what you write with your AI: checks, reviews, and your own edits on one draft.",
      "url": "https://inki.so/",
      "pricingUrl": "https://inki.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Checks",
        "Reviews",
        "And your own edits on one draft"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.inki/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://inki.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.inki/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "insilico-medicine",
      "name": "Insilico Medicine",
      "vendor": "Insilico Medicine",
      "category": "AI drug discovery",
      "description": "Generative AI platform for target identification, molecule design and clinical trial prediction.",
      "url": "https://insilico.com/",
      "pricingUrl": "https://insilico.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Target discovery",
        "Generative chemistry",
        "Trial outcome prediction"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Discovery teams evaluating AI-led pipelines.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://insilico.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "insolvenzmonitor",
      "name": "Insolvenzmonitor",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "German insolvency notices: check companies, proceeding status, customer lists and statistics.",
      "url": "https://insolvenzmonitor.online/",
      "pricingUrl": "https://insolvenzmonitor.online/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check companies",
        "Proceeding status",
        "Customer lists",
        "Statistics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (online.insolvenzmonitor/insolvenzmonitor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://insolvenzmonitor.online/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=online.insolvenzmonitor/insolvenzmonitor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "inspectmind",
      "name": "InspectMind",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "AI plan review for construction drawings: submit plan sets, get code, spec and drawing findings.",
      "url": "https://www.inspectmind.ai/",
      "pricingUrl": "https://www.inspectmind.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Submit plan sets",
        "Get code",
        "Spec",
        "Drawing findings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.inspectmind/checker). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.inspectmind.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.inspectmind/checker",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "instadata",
      "name": "Instadata",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Public Instagram data via MCP: profiles, posts, reels, ads, transcripts. 25 .",
      "url": "https://instadata.dev/",
      "pricingUrl": "https://instadata.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Profiles",
        "Posts",
        "Reels",
        "Ads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.instadata/instagram). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://instadata.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.instadata/instagram",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "instantclips",
      "name": "InstantClips",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Create branded vertical video ads from ecommerce product URLs or product photos.",
      "url": "https://instantclips.ai/",
      "pricingUrl": "https://instantclips.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video & audio",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.instantclips/instantclips). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://instantclips.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.instantclips/instantclips",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "intercom-fin",
      "name": "Intercom Fin",
      "vendor": "Intercom",
      "category": "Customer support",
      "description": "Customer-facing AI agent that answers questions, performs support actions, and hands conversations to human teams across digital and voice channels.",
      "url": "https://fin.ai/",
      "pricingUrl": "https://www.intercom.com/pricing",
      "pricingModel": "Usage based",
      "pricingSummary": "Fin starts at USD 0.99 per outcome. Existing-helpdesk deployments have minimum monthly commitments; Intercom helpdesk seats and other usage may cost extra.",
      "startingPrice": 0.99,
      "currency": "USD",
      "billing": "usage",
      "freePlan": "A 14-day free trial is offered; ongoing free Fin usage was not verified.",
      "features": [
        "Knowledge-based answers",
        "External system actions",
        "Human handoff",
        "Multichannel customer service"
      ],
      "integrations": [
        "Salesforce",
        "Zendesk",
        "Freshdesk",
        "HubSpot"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "customer-support",
        "sales-outreach",
        "automate-workflows"
      ],
      "bestFor": "Customer support teams seeking an AI agent for an existing or Intercom helpdesk.",
      "limitations": [
        "Outcome billing can include completed workflows and handoffs.",
        "Helpdesk seats and messaging channels may add charges."
      ],
      "verificationNotes": "Official product and pricing pages reviewed. Intercom's Fin product URL redirects to fin.ai. Starting price is per outcome.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://fin.ai/",
          "label": "Intercom Fin official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.intercom.com/pricing",
          "label": "Intercom Fin official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "intrinio",
      "name": "Intrinio",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Official Intrinio MCP server. US stock prices, options and fundamentals for AI agents.",
      "url": "https://intrinio.com/",
      "pricingUrl": "https://intrinio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.intrinio/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://intrinio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.intrinio/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "invoice-crowd",
      "name": "Invoice Crowd",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Proposals, invoices, payments, expenses and accounting, with AI drafting of proposals and invoices.",
      "url": "https://invoicecrowd.com/",
      "pricingUrl": "https://invoicecrowd.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI proposal drafts",
        "Invoices",
        "Expenses",
        "Accounting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "finance-accounting"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://invoicecrowd.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/invoice-crowd",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "invoicesnap",
      "name": "InvoiceSnap",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Receipts you've read to Excel, CSV, Xero or QuickBooks files, VAT split per rate. .",
      "url": "https://getinvoicesnap.com/",
      "pricingUrl": "https://getinvoicesnap.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Receipts you've read to Excel",
        "CSV",
        "Xero or QuickBooks files",
        "VAT split per rate"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getinvoicesnap/invoicesnap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getinvoicesnap.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getinvoicesnap/invoicesnap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "inzerpro",
      "name": "InzerPro",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Create, edit, relist and take down Czech and Slovak classified ads from your AI agent.",
      "url": "https://www.inzerpro.cz/",
      "pricingUrl": "https://www.inzerpro.cz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit, relist and take down Czech and Slovak classified ads from",
        "E-commerce operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cz.inzerpro/agent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.inzerpro.cz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cz.inzerpro/agent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "iq-books-by-reconcileiq",
      "name": "IQ Books by ReconcileIQ",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "IQ Books: the AI-native UK ledger that keeps your books itself. Review and approve it all from chat.",
      "url": "https://reconcileiq.com/",
      "pricingUrl": "https://reconcileiq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounting & finance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.reconcileiq/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://reconcileiq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.reconcileiq/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "iqvia",
      "name": "IQVIA",
      "vendor": "IQVIA",
      "category": "Life-science data & analytics",
      "description": "Healthcare data, analytics and clinical research services with AI-supported workflows.",
      "url": "https://www.iqvia.com/",
      "pricingUrl": "https://www.iqvia.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-world data",
        "Clinical research services",
        "Commercial analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-trials",
        "market-investment-research"
      ],
      "sectors": [
        "pharma-biotech",
        "healthcare-social-care"
      ],
      "bestFor": "Pharma commercial, medical and clinical teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.iqvia.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ironclad",
      "name": "Ironclad",
      "vendor": "Ironclad",
      "category": "Contract management",
      "description": "Contract lifecycle management with AI review and redlining.",
      "url": "https://ironcladapp.com/",
      "pricingUrl": "https://ironcladapp.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Contract workflows",
        "AI review",
        "Repository search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research",
        "risk-compliance"
      ],
      "sectors": [
        "legal-professional-services",
        "technology-software"
      ],
      "bestFor": "In-house legal teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://ironcladapp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "is-nepi",
      "name": "(iS)NEPI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Screen and compare energy markets with cited (iS)NEPI bands.",
      "url": "https://isol.energy/",
      "pricingUrl": "https://isol.energy/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Screen and compare energy markets with cited (iS)NEPI bands",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (energy.isol/nepi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://isol.energy/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=energy.isol/nepi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "isipsafe",
      "name": "isIPsafe",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Check whether an IP address or network is malicious and report abusive IPs to isIPsafe.",
      "url": "https://isipsafe.com/",
      "pricingUrl": "https://isipsafe.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Security",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.isipsafe/isipsafe). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://isipsafe.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.isipsafe/isipsafe",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "istfin",
      "name": "istfin",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Borsa Istanbul (BIST) licensed data: prices, OHLCV bars, financial statements, ratios, KAP filings.",
      "url": "https://istfin.com/",
      "pricingUrl": "https://istfin.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prices",
        "OHLCV bars",
        "Financial statements",
        "Ratios"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.istfin/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://istfin.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.istfin/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "jakonto",
      "name": "JaKonto",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Danish accounting data from e-conomic and Billy: invoices, VAT by quarter, P&L. Read-only.",
      "url": "https://jakonto.dk/",
      "pricingUrl": "https://jakonto.dk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Invoices",
        "VAT by quarter",
        "P&L"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dk.jakonto/jakonto). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jakonto.dk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dk.jakonto/jakonto",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "jam",
      "name": "Jam",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Jam recordings (video, console, network) as context and proof of work for your coding agent.",
      "url": "https://jam.dev/",
      "pricingUrl": "https://jam.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.jam/jam). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jam.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.jam/jam",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jaryo",
      "name": "Jaryo",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "~960k Korean corporations, not only listed: official IDs linked, live NTS status, English names.",
      "url": "https://jaryo.org/",
      "pricingUrl": "https://jaryo.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Official IDs linked",
        "Live NTS status",
        "English names"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.jaryo/korean-companies). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jaryo.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.jaryo/korean-companies",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "jasper",
      "name": "Jasper",
      "vendor": "Jasper",
      "category": "Marketing content",
      "description": "Marketing-focused AI workspace for creating brand-consistent content and running campaign, research, and translation workflows.",
      "url": "https://www.jasper.ai/",
      "pricingUrl": "https://www.jasper.ai/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Pro is USD 59 per seat/month billed annually, or USD 69 monthly. Business pricing is custom; advanced workflow agents and API access are in Business.",
      "startingPrice": 59,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Seven-day free trial; no permanent free plan verified.",
      "features": [
        "Brand voice controls",
        "Marketing content workspace",
        "Campaign agents",
        "Business-tier custom agents"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "write-and-edit",
        "automate-workflows"
      ],
      "bestFor": "Marketing practitioners and teams producing repeatable brand content.",
      "limitations": [
        "Pro has limits on brand voices and knowledge assets.",
        "Advanced workflows and API access require Business."
      ],
      "verificationNotes": "Official product and pricing pages reviewed. Annual price is expressed as its monthly equivalent.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.jasper.ai/",
          "label": "Jasper official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.jasper.ai/pricing",
          "label": "Jasper official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "jetbrains-ai-assistant",
      "name": "JetBrains AI Assistant",
      "vendor": "JetBrains",
      "category": "Coding assistant",
      "description": "Bring code-aware chat, inline assistance, refactoring help, and coding agents into supported JetBrains IDEs.",
      "url": "https://www.jetbrains.com/help/ai-assistant/about-ai-assistant.html",
      "pricingUrl": "https://www.jetbrains.com/help/ai-assistant/licensing-and-subscriptions.html",
      "pricingModel": "Free + paid",
      "pricingSummary": "Individual AI Pro is listed at US$10 with 10 monthly AI credits. Organization subscriptions and shared credit arrangements differ; IDE licensing may be separate.",
      "startingPrice": 10,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "AI Free includes 3 AI credits per 30 days; IDE and territorial restrictions apply.",
      "features": [
        "Context-aware code chat",
        "Inline completions",
        "Refactoring assistance",
        "Unit-test and documentation drafts"
      ],
      "integrations": [
        "IntelliJ IDEA",
        "PyCharm",
        "WebStorm",
        "Rider"
      ],
      "platforms": [
        "IDE extension"
      ],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Developers already using JetBrains IDEs.",
      "limitations": [
        "Requires a compatible IDE and supported territory.",
        "Review generated code; cloud features consume credits."
      ],
      "dataConsiderations": "Requests can include selected code and project context sent to a model. Review the configured provider and organization policies.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.jetbrains.com/help/ai-assistant/about-ai-assistant.html",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.jetbrains.com/help/ai-assistant/licensing-and-subscriptions.html",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Official AI Assistant documentation remains available while the general JetBrains AI URL redirects to Air. The record concerns AI Assistant in IDEs, not all Air products.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "jilliondb",
      "name": "JillionDB",
      "vendor": "Not verified",
      "category": "Database operations",
      "description": "Review your AI agent's database changes on your schema, with plain-language risk, before they run.",
      "url": "https://jilliondb.com/",
      "pricingUrl": "https://jilliondb.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plain-language risk",
        "Before they run"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams running databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.jilliondb/jilliondb). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jilliondb.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.jilliondb/jilliondb",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jmp",
      "name": "JMP",
      "vendor": "JMP Statistical Discovery",
      "category": "Statistical software",
      "description": "Visual statistical discovery software for design of experiments and quality analysis.",
      "url": "https://www.jmp.com/en/home",
      "pricingUrl": "https://www.jmp.com/en/home",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design of experiments",
        "Visual analytics",
        "Quality statistics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "analyze-data"
      ],
      "sectors": [
        "pharma-biotech",
        "manufacturing",
        "chemistry-materials-science"
      ],
      "bestFor": "Scientists and engineers running experiments.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.jmp.com/en/home",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "job-postings-api",
      "name": "Job Postings API",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Real-time ATS job postings, company career feeds & B2B hiring signals MCP. OAuth or API key.",
      "url": "https://jobpostingsapi.com/",
      "pricingUrl": "https://jobpostingsapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time ATS job postings",
        "Company career feeds & B2B hiring signals MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.jobpostingsapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jobpostingsapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.jobpostingsapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jober",
      "name": "Jober",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Send KakaoTalk AlimTalk (카카오 알림톡), SMS (문자) and email campaigns in Korea from AI agents.",
      "url": "https://jober.io/",
      "pricingUrl": "https://jober.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send KakaoTalk AlimTalk (카카오 알림톡)",
        "SMS (문자)",
        "Email campaigns in Korea from AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.jober/jober-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jober.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.jober/jober-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jobo-job-search",
      "name": "Jobo Job Search",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search a live index of millions of open jobs from employer career sites and 200+ ATS platforms.",
      "url": "https://jobo.world/",
      "pricingUrl": "https://jobo.world/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Recruiting & jobs",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (world.jobo/job-search). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jobo.world/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=world.jobo/job-search",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jobsite",
      "name": "Jobsite",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Construction safety, training compliance and operations for your company (OAuth sign-in).",
      "url": "https://jobsitecerts.com/",
      "pricingUrl": "https://jobsitecerts.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Construction safety",
        "Training compliance",
        "Operations for your company (OAuth sign-in)"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.jobsitecerts/jobsite). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jobsitecerts.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.jobsitecerts/jobsite",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jobsiteon",
      "name": "JobsiteOn",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Buildings, customers, jobs, visits, quotes and invoices for contractors on JobsiteOn.",
      "url": "https://www.jobsiteon.com/",
      "pricingUrl": "https://www.jobsiteon.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Buildings, customers, jobs, visits, quotes and invoices for contractors",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "finance-accounting"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.jobsiteon/jobsiteon). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.jobsiteon.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.jobsiteon/jobsiteon",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "john-deere-operations-center",
      "name": "John Deere Operations Center",
      "vendor": "John Deere",
      "category": "Precision agriculture",
      "description": "Farm data management connected to machinery and agronomic planning.",
      "url": "https://www.deere.com/en-us/products-solutions/technology-solutions/precision-ag-technology/operations-center",
      "pricingUrl": "https://www.deere.com/en-us/products-solutions/technology-solutions/precision-ag-technology/operations-center",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Machine connectivity",
        "Field maps",
        "Work planning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "precision-agriculture"
      ],
      "sectors": [
        "agriculture-forestry"
      ],
      "bestFor": "Farms running connected equipment.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.deere.com/en-us/products-solutions/technology-solutions/precision-ag-technology/operations-center",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "joxo",
      "name": "Joxo",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "One shared project for a team's coding agents: decisions, a task board and handoffs.",
      "url": "https://joxo.ai/",
      "pricingUrl": "https://joxo.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Decisions",
        "A task board",
        "Handoffs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.joxo/joxo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://joxo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.joxo/joxo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jpverify",
      "name": "JPVerify",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Japan company, T-number, invoice issuer and address checks for AI agents.",
      "url": "https://www.jpverify.com/",
      "pricingUrl": "https://www.jpverify.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Japan company",
        "T-number",
        "Invoice issuer",
        "Address checks for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.jpverify/jpverify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.jpverify.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.jpverify/jpverify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "julius",
      "name": "Julius",
      "vendor": "Julius AI",
      "category": "AI data analysis",
      "description": "Chat with spreadsheets and data files to clean, analyse and chart results.",
      "url": "https://julius.ai/",
      "pricingUrl": "https://julius.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Plus is $20, Pro $45 and Business $450 a month, or $16, $37 and $375 with annual billing.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free plan with a daily credit allowance.",
      "features": [
        "Spreadsheet chat",
        "Charts",
        "Statistical tests"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "statistics-modelling"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Non-programmers analysing data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://julius.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://julius.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "junction",
      "name": "Junction",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Read-only connector: ask your AI about construction and ad-platform data. It never writes.",
      "url": "https://askjunction.co/",
      "pricingUrl": "https://askjunction.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask your AI about construction",
        "Ad-platform data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.askjunction/junction). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://askjunction.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.askjunction/junction",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "jupyter",
      "name": "Jupyter",
      "vendor": "Project Jupyter",
      "category": "Computational notebooks",
      "description": "Open-source notebooks for code, equations, visualisations and narrative text.",
      "url": "https://jupyter.org/",
      "pricingUrl": "https://jupyter.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Notebooks",
        "JupyterLab",
        "Multi-language kernels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "math-computation",
        "analyze-data"
      ],
      "sectors": [
        "mathematics-statistics",
        "science-research",
        "universities-academic-research"
      ],
      "bestFor": "Anyone doing reproducible analysis.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://jupyter.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "just-say-it",
      "name": "Just Say It",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Your meetings, searchable: what was decided, the notes, and adding points to a live meeting.",
      "url": "https://justsayit.ai/",
      "pricingUrl": "https://justsayit.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "What was decided",
        "The notes",
        "And adding points to a live meeting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.justsayit/just-say-it). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://justsayit.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.justsayit/just-say-it",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "justdocs",
      "name": "JustDocs",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Create documents and reusable templates, request signatures, and track approvals for AI agents.",
      "url": "https://tryjustdocs.com/",
      "pricingUrl": "https://tryjustdocs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create documents",
        "Reusable templates",
        "Request signatures",
        "And track approvals for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tryjustdocs/justdocs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tryjustdocs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tryjustdocs/justdocs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "justqrs",
      "name": "JustQRs",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Make QR codes: static images, dynamic codes you can repoint after printing, scan analytics.",
      "url": "https://justqrs.com/",
      "pricingUrl": "https://justqrs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Static images",
        "Dynamic codes you can repoint after printing",
        "Scan analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.justqrs/qr-codes). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://justqrs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.justqrs/qr-codes",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kaiku",
      "name": "Kaiku",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Issue tracker and wiki for teams and their agents; answer your agents' questions from your phone.",
      "url": "https://kaiku.tech/",
      "pricingUrl": "https://kaiku.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Issue tracker",
        "Wiki for teams",
        "Their agents",
        "Answer your agents' questions from your phone"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.kaiku/kaiku). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kaiku.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.kaiku/kaiku",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kajabi",
      "name": "Kajabi",
      "vendor": "Kajabi",
      "category": "Online courses",
      "description": "All-in-one platform for courses, coaching, community and marketing.",
      "url": "https://www.kajabi.com/",
      "pricingUrl": "https://www.kajabi.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Basic is $179, Growth $249 and Pro $499 a month, or $143, $199 and $399 billed annually.",
      "startingPrice": 143,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. A free trial is offered.",
      "features": [
        "Courses",
        "Coaching",
        "Email and funnels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online",
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy",
        "education-learning"
      ],
      "bestFor": "Coaches and knowledge entrepreneurs.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.kajabi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.kajabi.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "kaliham",
      "name": "Kaliham",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Search, read and draft email across Gmail, Outlook, Yahoo and work accounts in one Kaliham inbox.",
      "url": "https://kaliham.app/",
      "pricingUrl": "https://kaliham.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, read and draft email across Gmail, Outlook, Yahoo and work",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.kaliham/mail). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kaliham.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.kaliham/mail",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kalima",
      "name": "Kalima",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Search and read your recorded meetings, calls, interviews and lectures, with speaker names.",
      "url": "https://meetkalima.com/",
      "pricingUrl": "https://meetkalima.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and read your recorded meetings, calls, interviews and lectures",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.meetkalima/kalima). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://meetkalima.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.meetkalima/kalima",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kanal",
      "name": "Kanal",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "WhatsApp marketing for Shopify: read stats, build segments, templates and campaigns, send on confirm.",
      "url": "https://getkanal.com/",
      "pricingUrl": "https://getkanal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read stats",
        "Build segments",
        "Templates",
        "Campaigns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getkanal/kanal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getkanal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getkanal/kanal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kanorio",
      "name": "Kanorio",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Create, edit, publish and connect custom domains for small-business websites on Kanorio.",
      "url": "https://kanorio.com/",
      "pricingUrl": "https://kanorio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit, publish and connect custom domains for small-business",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kanorio/kanorio). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kanorio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kanorio/kanorio",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kantar",
      "name": "Kantar",
      "vendor": "Kantar",
      "category": "Consumer insights",
      "description": "Brand, media and consumer panel research with AI-assisted testing.",
      "url": "https://www.kantar.com/",
      "pricingUrl": "https://www.kantar.com/404",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Consumer panels",
        "Brand tracking",
        "Ad testing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "qualitative-analysis"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "marketing-advertising"
      ],
      "bestFor": "Brand managers and insights leads.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.kantar.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "keboola",
      "name": "Keboola",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Connect your AI assistants to Keboola and expose your data, transformations, SQL queries, ...",
      "url": "https://keboola.com/",
      "pricingUrl": "https://keboola.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect your AI assistants to Keboola",
        "Expose your data",
        "Transformations",
        "SQL queries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines",
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.keboola/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://keboola.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.keboola/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "keenable-web-search",
      "name": "Keenable Web Search",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Live web search and clean-markdown page fetch over the Keenable web index.",
      "url": "https://keenable.ai/",
      "pricingUrl": "https://keenable.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Research & search",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.keenable/web-search). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://keenable.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.keenable/web-search",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "kema-invoice",
      "name": "Kema Invoice",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Compliant invoicing for freelancers: create, issue and track invoices from your AI agent.",
      "url": "https://invoice.kema-studio.com/",
      "pricingUrl": "https://invoice.kema-studio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create",
        "Issue",
        "Track invoices from your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kema-studio/invoice). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://invoice.kema-studio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kema-studio/invoice",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "kennmarq-com",
      "name": "Kennmarq.com",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Rules and code for marking AI images, video and audio with C2PA and watermarks.",
      "url": "https://kennmarq.com/",
      "pricingUrl": "https://kennmarq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Rules and code for marking AI images, video and audio with C2PA",
        "Risk & compliance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kennmarq/kennmarq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kennmarq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kennmarq/kennmarq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kenso",
      "name": "Kenso",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Review links for HTML, PDFs and images. Anyone can comment, no account. Your AI reads and fixes.",
      "url": "https://kenso.space/",
      "pricingUrl": "https://kenso.space/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Review links for HTML",
        "PDFs",
        "Images"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (space.kenso/kenso). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kenso.space/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=space.kenso/kenso",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "keytomic",
      "name": "Keytomic",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Keytomic AI SEO agent: SEO audits, Search Console, GA4, keyword research, articles and publishing.",
      "url": "https://keytomic.com/",
      "pricingUrl": "https://keytomic.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SEO audits",
        "Search Console",
        "GA4",
        "Keyword research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.keytomic/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://keytomic.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.keytomic/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "khanmigo",
      "name": "Khanmigo",
      "vendor": "Khan Academy",
      "category": "AI tutor",
      "description": "AI tutor and teaching assistant from Khan Academy.",
      "url": "https://www.khanmigo.ai/",
      "pricingUrl": "https://www.khanmigo.ai/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Student tutoring",
        "Teacher tools",
        "Standards alignment"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers and learners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.khanmigo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "khatabook",
      "name": "Khatabook",
      "vendor": "Khatabook",
      "category": "Trade credit",
      "description": "Digital ledger for recording customer credit and sending payment reminders.",
      "url": "https://khatabook.com/",
      "pricingUrl": "https://khatabook.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Digital ledger",
        "Credit tracking",
        "Payment reminders"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Small merchants who sell on credit.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://khatabook.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "kiaro",
      "name": "Kiaro",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Clients, projects, time, invoices and proposals for independents who bill their clients.",
      "url": "https://kiaro.io/",
      "pricingUrl": "https://kiaro.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clients, projects, time, invoices and proposals for independents who",
        "Freelance operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.kiaro/kiaro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kiaro.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.kiaro/kiaro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kicklace",
      "name": "Kicklace",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Kicklace, lifecycle email for SaaS founders: look customers up, run reports, draft emails.",
      "url": "https://www.kicklace.com/",
      "pricingUrl": "https://www.kicklace.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Look customers up",
        "Run reports",
        "Draft emails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kicklace/kicklace). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.kicklace.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kicklace/kicklace",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kilatbot",
      "name": "KilatBot",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Create and manage customizable AI agents for your business, and publish their websites.",
      "url": "https://kilat.host/",
      "pricingUrl": "https://kilat.host/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create and manage customizable AI agents for your business, and publish",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (host.kilat/kilatbot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kilat.host/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=host.kilat/kilatbot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kinaxis",
      "name": "Kinaxis",
      "vendor": "Kinaxis",
      "category": "Supply chain planning",
      "description": "Concurrent supply chain planning with AI scenario analysis.",
      "url": "https://www.kinaxis.com/en",
      "pricingUrl": "https://www.kinaxis.com/en",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scenario planning",
        "Demand and supply balancing",
        "AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "manufacturing"
      ],
      "bestFor": "Integrated business planning teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.kinaxis.com/en",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "kipper",
      "name": "Kipper",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Read-only by architecture: ask AI about QuickBooks, Xero and NetSuite, across every entity.",
      "url": "https://www.kipper.com/",
      "pricingUrl": "https://www.kipper.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask AI about QuickBooks",
        "Xero",
        "NetSuite",
        "Across every entity"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kipper/kipper). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.kipper.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kipper/kipper",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kissmypost",
      "name": "KissMyPost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Reddit audience data for AI assistants: subreddit growth, best time to post, brand mentions.",
      "url": "https://kissmypost.com/",
      "pricingUrl": "https://kissmypost.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Subreddit growth",
        "Best time to post",
        "Brand mentions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kissmypost/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kissmypost.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kissmypost/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kit",
      "name": "Kit",
      "vendor": "Kit",
      "category": "Newsletters",
      "description": "Email marketing for creators, formerly ConvertKit.",
      "url": "https://kit.com/",
      "pricingUrl": "https://kit.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "For 1,000 subscribers, Creator is $33 a month billed yearly. Pro is $66, or $50 with a first-year offer. Prices rise with subscriber count.",
      "startingPrice": 33,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Free for up to 10,000 subscribers.",
      "features": [
        "Email automations",
        "Landing pages",
        "Creator network"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Creators selling to an email list.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing. Pricing read from the official pricing page on 2026-11-04.",
      "sources": [
        {
          "url": "https://kit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        },
        {
          "url": "https://kit.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "klaracase",
      "name": "Klaracase",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "German court decisions and statutes with citation checks. OAuth 2.1 or Bearer token.",
      "url": "https://klaracase.de/",
      "pricingUrl": "https://klaracase.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "German court decisions",
        "Statutes with citation checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.klaracase/klaracase). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://klaracase.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.klaracase/klaracase",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "klarbon",
      "name": "Klarbon",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Open, check and convert European e-invoices and bank statements. No document archive.",
      "url": "https://klarbon.app/",
      "pricingUrl": "https://klarbon.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Open, check and convert European e-invoices and bank statements",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.klarbon/klarbon). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://klarbon.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.klarbon/klarbon",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "klaviyo",
      "name": "Klaviyo",
      "vendor": "Klaviyo",
      "category": "Retail marketing",
      "description": "Email and SMS marketing with AI for ecommerce brands.",
      "url": "https://www.klaviyo.com/",
      "pricingUrl": "https://www.klaviyo.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Paid prices depend on active profiles and sends, and are calculated on the page.",
      "startingPrice": null,
      "currency": null,
      "billing": "monthly",
      "freePlan": "Up to 250 active profiles, 500 emails and $5 of mobile messages a month.",
      "features": [
        "Email and SMS",
        "Customer data",
        "AI segments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce",
        "fashion-apparel-design"
      ],
      "bestFor": "Ecommerce marketers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.klaviyo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.klaviyo.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "kleos",
      "name": "Kleos",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Plan, write, approve and publish a small business's marketing; see if AI assistants recommend it.",
      "url": "https://getkleos.ai/",
      "pricingUrl": "https://getkleos.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan, write, approve and publish a small business's marketing; see if",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.getkleos/kleos). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getkleos.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.getkleos/kleos",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "klype-ai",
      "name": "Klype AI",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Voice and context layer: draft, check and approve posts in a real person's measured voice.",
      "url": "https://klype.ai/",
      "pricingUrl": "https://klype.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft",
        "Check",
        "Approve posts in a real person's measured voice"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.klype/klype). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://klype.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.klype/klype",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "knowdrive",
      "name": "KnowDrive",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Private, multimodal knowledge store for agents: hybrid search with cited, provenance-backed results.",
      "url": "https://knowdrive.ai/",
      "pricingUrl": "https://knowdrive.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hybrid search with cited",
        "Provenance-backed results"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.knowdrive/knowdrive-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://knowdrive.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.knowdrive/knowdrive-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "known",
      "name": "Known",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared memory for teams: every AI agent works from your company's knowledge, decisions and history.",
      "url": "https://known.info/",
      "pricingUrl": "https://known.info/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Decisions",
        "History"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (info.known/known). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://known.info/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=info.known/known",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "knowra",
      "name": "Knowra",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Search arXiv papers and read Scout reports with methods, evidence and verification points.",
      "url": "https://knowra.app/",
      "pricingUrl": "https://knowra.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search arXiv papers",
        "Read Scout reports with methods",
        "Evidence",
        "Verification points"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.knowra/knowra). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://knowra.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.knowra/knowra",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "kognite",
      "name": "Kognite",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Hosted agent memory: store, search, and recall facts across sessions from any MCP client.",
      "url": "https://kognite.dev/",
      "pricingUrl": "https://kognite.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Store",
        "Search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.kognite/memory). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kognite.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.kognite/memory",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kojen",
      "name": "Kojen",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Train, evaluate, red-team and deploy AI agents: prompt tuning, LLM-judged evals, katas.",
      "url": "https://kojen.ai/",
      "pricingUrl": "https://kojen.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prompt tuning",
        "LLM-judged evals",
        "Katas"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.kojen/kojen). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kojen.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.kojen/kojen",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kolavid",
      "name": "KolaVid",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Make narrated whiteboard explainer videos from a topic, text or web page, inside the chat.",
      "url": "https://kolavid.com/",
      "pricingUrl": "https://kolavid.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Text or web page",
        "Inside the chat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kolavid/kolavid). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kolavid.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kolavid/kolavid",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "komuta",
      "name": "Komuta",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy and run your apps by asking your AI: services, Postgres, logs, traces, rollbacks, costs.",
      "url": "https://www.komuta.io/",
      "pricingUrl": "https://www.komuta.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Services",
        "Postgres",
        "Logs",
        "Traces"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.komuta/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.komuta.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.komuta/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "korzy",
      "name": "Korzy",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "US parcel records plus utilities, power, grid, environmental and logistics data by address or point.",
      "url": "https://korzy.co/",
      "pricingUrl": "https://korzy.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US parcel records plus utilities",
        "Power",
        "Grid",
        "Environmental"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.korzy/korzy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://korzy.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.korzy/korzy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "kovca",
      "name": "Kovca",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build, test, publish, and run Kovca workflows from AI agents over remote MCP.",
      "url": "https://kovca.io/",
      "pricingUrl": "https://kovca.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, test, publish, and run Kovca workflows from AI agents over",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.kovca/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kovca.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.kovca/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "koyfin",
      "name": "Koyfin",
      "vendor": "Koyfin",
      "category": "Investment research",
      "description": "Financial analysis platform with charts, screening and fundamentals.",
      "url": "https://www.koyfin.com/",
      "pricingUrl": "https://www.koyfin.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Paid tiers are $39, $79, $209 and $299 a month. Teams are by contacting sales.",
      "startingPrice": 39,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "$0 a month with 2 years of financials and 1 year of estimates.",
      "features": [
        "Stock screening",
        "Charts",
        "Earnings data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Individual investors and small research teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.koyfin.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.koyfin.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "krawlup",
      "name": "Krawlup",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "SEO/AEO audits agents fix directly, site reports, first-party cookieless analytics via MCP.",
      "url": "https://krawlup.com/",
      "pricingUrl": "https://krawlup.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SEO/AEO audits agents fix directly",
        "Site reports",
        "First-party cookieless analytics via MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.krawlup/krawlup). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://krawlup.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.krawlup/krawlup",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kreatix",
      "name": "Kreatix",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish posts to Instagram, TikTok, YouTube, Facebook, X, LinkedIn and Pinterest.",
      "url": "https://kreatix.cc/",
      "pricingUrl": "https://kreatix.cc/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish posts to Instagram, TikTok, YouTube, Facebook, X",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cc.kreatix/kreatix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kreatix.cc/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cc.kreatix/kreatix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kreatoai",
      "name": "Kreatoai",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish social posts from your AI to Facebook, Instagram, TikTok and more.",
      "url": "https://kreatoai.com/",
      "pricingUrl": "https://kreatoai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish social posts from your AI to Facebook, Instagram",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kreatoai/kreatoai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kreatoai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kreatoai/kreatoai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "kresmion",
      "name": "Kresmion",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "SEC filings and financials with accession links, insider and congress trades, macro. OAuth or key.",
      "url": "https://kresmion.com/",
      "pricingUrl": "https://kresmion.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SEC filings",
        "Financials with accession links",
        "Insider",
        "Congress trades"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.kresmion/kresmion). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://kresmion.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.kresmion/kresmion",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lampwick",
      "name": "Lampwick",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Application monitoring: exceptions, slow requests, jobs, queries, logs and uptime monitors.",
      "url": "https://lampwick.dev/",
      "pricingUrl": "https://lampwick.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Exceptions",
        "Slow requests",
        "Jobs",
        "Queries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.lampwick/lampwick). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lampwick.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.lampwick/lampwick",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "landedfx",
      "name": "LandedFX",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "All-in FX quotes and routes between 25 local currencies and stablecoins, after every fee.",
      "url": "https://landedfx.com/",
      "pricingUrl": "https://landedfx.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "All-in FX quotes",
        "Routes between 25 local currencies",
        "Stablecoins",
        "After every fee"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.landedfx/fx). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://landedfx.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.landedfx/fx",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "langchain",
      "name": "LangChain",
      "vendor": "LangChain",
      "category": "Agent frameworks",
      "description": "Framework and observability tools for building LLM applications and agents.",
      "url": "https://www.langchain.com/",
      "pricingUrl": "https://www.langchain.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "LangSmith Plus is $39 per seat a month plus usage. Enterprise is custom.",
      "startingPrice": 39,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "LangSmith Developer is $0 for 1 seat, then pay as you go.",
      "features": [
        "Agent frameworks",
        "LangGraph",
        "LangSmith tracing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers building AI applications.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.langchain.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.langchain.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "lantis",
      "name": "Lantis",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Review and edit your website's translations, mark them reviewed and read your glossary.",
      "url": "https://get-lantis.com/",
      "pricingUrl": "https://get-lantis.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Review and edit your website's translations, mark them reviewed",
        "Translation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.get-lantis/lantis). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://get-lantis.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.get-lantis/lantis",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "laopan",
      "name": "Laopan",
      "vendor": "Not verified",
      "category": "Restaurant operations",
      "description": "Interrogez stock, recettes, CA, marge et frigos de votre restaurant (lecture seule).",
      "url": "https://laopan.fr/",
      "pricingUrl": "https://laopan.fr/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Interrogez stock",
        "Recettes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (fr.laopan/laopan). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://laopan.fr/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=fr.laopan/laopan",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "laptop-part-finder",
      "name": "Laptop Part Finder",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "Read-only OEM laptop part numbers, models they fit, and repair guides. No API key required.",
      "url": "https://laptoppartfinder.com/",
      "pricingUrl": "https://laptoppartfinder.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only OEM laptop part numbers",
        "Models they fit",
        "And repair guides"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.laptoppartfinder/laptop-part-finder). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://laptoppartfinder.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.laptoppartfinder/laptop-part-finder",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "lastscanned",
      "name": "lastscanned",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Track parcels + ocean containers across 549 total carriers via REST and four existing MCP tools.",
      "url": "https://lastscanned.com/",
      "pricingUrl": "https://lastscanned.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Logistics & shipping",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lastscanned/lastscanned). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lastscanned.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lastscanned/lastscanned",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "later",
      "name": "Later",
      "vendor": "Later",
      "category": "Social scheduling",
      "description": "Social media scheduling and creator marketing tools.",
      "url": "https://later.com/",
      "pricingUrl": "https://later.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Starter is $18.75, Growth $37.50 and Scale $82.50 a month, billed yearly.",
      "startingPrice": 18.75,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. 14-day free trial.",
      "features": [
        "Visual planning",
        "Link in bio",
        "Analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy",
        "marketing-advertising"
      ],
      "bestFor": "Instagram-led creators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://later.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://later.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "lattice",
      "name": "Lattice",
      "vendor": "Lattice",
      "category": "People management",
      "description": "People platform with AI support for performance and engagement.",
      "url": "https://lattice.com/",
      "pricingUrl": "https://lattice.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Performance is $10, Goals & OKRs $8 and Engagement $4 per seat a month. A $13 per seat package is also shown. The minimum annual agreement is $4,000.",
      "startingPrice": null,
      "currency": null,
      "billing": "annual",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Performance reviews",
        "Engagement",
        "AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent",
        "manage-projects"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "HR leaders.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://lattice.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://lattice.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "lattice-namiq",
      "name": "Namiq Lattice",
      "vendor": "Not verified",
      "category": "Security",
      "description": "CVE, KEV, MITRE ATT&CK, CWE and detection graph for AI agents; every link names its source.",
      "url": "https://lattice.namiq.io/",
      "pricingUrl": "https://lattice.namiq.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CVE, KEV, MITRE ATT&CK, CWE and detection graph for AI agents; every",
        "Security"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.namiq/lattice). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lattice.namiq.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.namiq/lattice",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "launch-shots",
      "name": "Launch Shots",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn your app's screens into editable App Store and Google Play screenshot sets, from your agent.",
      "url": "https://www.launchshots.com/",
      "pricingUrl": "https://www.launchshots.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn your app's screens into editable App Store",
        "Google Play screenshot sets",
        "From your agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.launchshots/launchshots). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.launchshots.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.launchshots/launchshots",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "laurence",
      "name": "Laurence",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Agents that run your Amazon ads. Read-only Amazon Ads, sales and search data.",
      "url": "https://www.laurence.com/",
      "pricingUrl": "https://www.laurence.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.laurence/laurence). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.laurence.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.laurence/laurence",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "layerre",
      "name": "Layerre",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn Canva designs into templates and render image/PDF variants via the Layerre API.",
      "url": "https://layerre.com/",
      "pricingUrl": "https://layerre.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn Canva designs into templates",
        "Render image/PDF variants via the Layerre API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.layerre/layerre). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://layerre.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.layerre/layerre",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "layers",
      "name": "Layers",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Ask your agent for a contract, get a link to sign. Tasks, pages, forms and Drive in Layers too.",
      "url": "https://layers.md/",
      "pricingUrl": "https://layers.md/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask your agent for a contract",
        "Get a link to sign"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (md.layers/workspace). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://layers.md/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=md.layers/workspace",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "layla",
      "name": "Layla",
      "vendor": "Layla",
      "category": "Travel planning",
      "description": "AI travel planner for itineraries, flights and hotels.",
      "url": "https://layla.ai/",
      "pricingUrl": "https://layla.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Itinerary building",
        "Hotel suggestions",
        "Trip chat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Travellers and travel planners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked or did not answer our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://layla.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "layro",
      "name": "Layro",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Search, install and publish reviewed React components from Layro, with exact install plans.",
      "url": "https://layro.dev/",
      "pricingUrl": "https://layro.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, install and publish reviewed React components from Layro",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.layro/layro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://layro.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.layro/layro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lazee-dev-jobs",
      "name": "lazee.dev Jobs",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search open tech jobs from company career pages by role, level, country, workplace and pay.",
      "url": "https://lazee.dev/",
      "pricingUrl": "https://lazee.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Level",
        "Country",
        "Workplace",
        "Pay"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.lazee/jobs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lazee.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.lazee/jobs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "leadlock",
      "name": "Leadlock",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Voice agents that book into the software your clients actually run, built and audited from chat.",
      "url": "https://leadlock.ai/",
      "pricingUrl": "https://leadlock.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Built",
        "Audited from chat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.leadlock/leadlock). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://leadlock.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.leadlock/leadlock",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "leadmarina",
      "name": "LeadMarina",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Verified local-business leads: search by niche and US city, export to Close, GoHighLevel or Sheets.",
      "url": "https://leadmarina.com/",
      "pricingUrl": "https://leadmarina.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search by niche",
        "US city",
        "Export to Close",
        "GoHighLevel or Sheets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.leadmarina/leadmarina). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://leadmarina.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.leadmarina/leadmarina",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "leadmerlin",
      "name": "LeadMerlin",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Local business leads by niche and city: owner names, checked emails, phone line types, site tech.",
      "url": "https://leadmerlin.com/",
      "pricingUrl": "https://leadmerlin.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Owner names",
        "Checked emails",
        "Phone line types",
        "Site tech"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.leadmerlin/leadmerlin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://leadmerlin.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.leadmerlin/leadmerlin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "leadsit",
      "name": "LeadsIt",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find local B2B customers: live business searches by trade and city, public emails and phones.",
      "url": "https://leadsit.eu/",
      "pricingUrl": "https://leadsit.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live business searches by trade",
        "City",
        "Public emails",
        "Phones"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.leadsit/leadsit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://leadsit.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.leadsit/leadsit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lean",
      "name": "Lean",
      "vendor": "Lean FRO",
      "category": "Formal proof",
      "description": "Open-source theorem prover and programming language increasingly used with AI proof assistants.",
      "url": "https://lean-lang.org/",
      "pricingUrl": "https://lean-lang.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Formal verification",
        "Mathlib library",
        "Tactic-based proofs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation"
      ],
      "sectors": [
        "mathematics-statistics",
        "universities-academic-research"
      ],
      "bestFor": "Mathematicians formalising proofs.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://lean-lang.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "leapio",
      "name": "Leapio",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Query your Leapio analytics, companies, and revenue from any AI assistant, and run your actions.",
      "url": "https://www.leapio.com/",
      "pricingUrl": "https://www.leapio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query your Leapio analytics",
        "Companies",
        "And revenue from any AI assistant",
        "And run your actions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.leapio/analytics). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.leapio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.leapio/analytics",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "leftblank-office",
      "name": "LeftBlank Office",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Write, compile and share Typst documents (papers, slides, drawings) from any AI agent.",
      "url": "https://office.leftblank.app/",
      "pricingUrl": "https://office.leftblank.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write, compile and share Typst documents (papers, slides, drawings)",
        "Writing & publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "academic-writing"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.leftblank/office). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://office.leftblank.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.leftblank/office",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "legaldraft",
      "name": "LegalDraft",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "AI-powered legal document templates: NDAs, contracts, ToS, privacy policies. Not legal advice.",
      "url": "https://legaldraft.xyz/",
      "pricingUrl": "https://legaldraft.xyz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "NDAs",
        "Contracts",
        "ToS",
        "Privacy policies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (xyz.legaldraft/legaldraft). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://legaldraft.xyz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=xyz.legaldraft/legaldraft",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "legivel",
      "name": "legivel",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Markdown to PDF: real formulas, repeated table headers, a contents page. 100 documents a month.",
      "url": "https://legivel.com/",
      "pricingUrl": "https://legivel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real formulas",
        "Repeated table headers",
        "A contents page"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.legivel/legivel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://legivel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.legivel/legivel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "legora",
      "name": "Legora",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Collaborative AI for lawyers to review documents, research, draft and advise.",
      "url": "https://legora.com/",
      "pricingUrl": "https://legora.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Document review",
        "Legal research",
        "Drafting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Artificial Lawyer feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://legora.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.artificiallawyer.com/2026/11/11/legora-targets-public-sector-with-ex-minister/",
          "label": "Artificial Lawyer",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "letter-irl",
      "name": "Letter IRL",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Write, preview and mail real letters and postcards to US addresses from your AI app.",
      "url": "https://letterirl.com/",
      "pricingUrl": "https://letterirl.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write, preview and mail real letters and postcards to US addresses from",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.letterirl/letter-irl). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://letterirl.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.letterirl/letter-irl",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "letterly",
      "name": "Letterly",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Bring Letterly voice notes and meetings into your AI chat to search, rewrite, translate, and more.",
      "url": "https://letterly.app/",
      "pricingUrl": "https://letterly.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bring Letterly voice notes",
        "Meetings into your AI chat to search",
        "Rewrite",
        "Translate"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.letterly/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://letterly.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.letterly/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lettio",
      "name": "Lettio",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Private, EU-hosted email for AI agents over JMAP: read, search, reply, draft, organize, send.",
      "url": "https://lettio.eu/",
      "pricingUrl": "https://lettio.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Search",
        "Reply",
        "Draft"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.lettio/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lettio.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.lettio/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "levelfour-mcp",
      "name": "levelfour-mcp",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Cloud, SaaS and AI spend in one system of record. Each saving applied for you or shipped as code.",
      "url": "https://levelfour.ai/",
      "pricingUrl": "https://levelfour.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cloud, SaaS and AI spend in one system of record",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.levelfour/levelfour-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://levelfour.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.levelfour/levelfour-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "levels-fyi",
      "name": "Levels.fyi",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Salary, level and job data from 1M+ pay reports. Benchmark pay, evaluate offers, search open jobs.",
      "url": "https://www.levels.fyi/",
      "pricingUrl": "https://www.levels.fyi/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Salary, level and job data from 1M+ pay reports",
        "Recruiting & jobs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (fyi.levels/levels-fyi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.levels.fyi/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=fyi.levels/levels-fyi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lexapp",
      "name": "LexApp",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Romanian legislation and case law: consolidated texts by paragraph, versions, court decisions.",
      "url": "https://lexapp.ro/",
      "pricingUrl": "https://lexapp.ro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Consolidated texts by paragraph",
        "Versions",
        "Court decisions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ro.lexapp/legislatie). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lexapp.ro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ro.lexapp/legislatie",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lexgraph",
      "name": "LexGraph",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "German and EU legal research with verifiable case law, legislation and legal sources.",
      "url": "https://lexgraph.de/",
      "pricingUrl": "https://lexgraph.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "German and EU legal research with verifiable case law, legislation",
        "Legal research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.lexgraph/lexgraph). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lexgraph.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.lexgraph/lexgraph",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "lexis-with-prot-g",
      "name": "Lexis+ with Protégé",
      "vendor": "LexisNexis",
      "category": "Legal research",
      "description": "Generative legal research and drafting grounded in LexisNexis content.",
      "url": "https://www.lexisnexis.com/en-us/products/lexis-plus-protege.page",
      "pricingUrl": "https://www.lexisnexis.com/en-us/products/lexis-plus-protege.page",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Legal research",
        "Drafting",
        "Linked citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers with LexisNexis subscriptions.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.lexisnexis.com/en-us/products/lexis-plus-protege.page",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "lexq",
      "name": "LexQ",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "The Decision Operations Platform for engineering teams.",
      "url": "https://lexq.io/",
      "pricingUrl": "https://lexq.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Project & work management",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.lexq/lexq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lexq.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.lexq/lexq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lexvira",
      "name": "LexVira",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Legal research: search case law and legislation, then retrieve sources with citations.",
      "url": "https://www.lexvira.com/",
      "pricingUrl": "https://www.lexvira.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search case law",
        "Legislation",
        "Then retrieve sources with citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lexvira/legal-research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.lexvira.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lexvira/legal-research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lickityclick",
      "name": "LickityClick",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.",
      "url": "https://lickity.click/",
      "pricingUrl": "https://lickity.click/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit and track LickityClick short links, campaigns and click",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (click.lickity/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lickity.click/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=click.lickity/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "licto",
      "name": "Licto",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Spanish public procurement: open tenders, contracting bodies and award winners, from official data.",
      "url": "https://licto.es/",
      "pricingUrl": "https://licto.es/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Open tenders",
        "Contracting bodies",
        "Award winners",
        "From official data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (es.licto/licto). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://licto.es/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=es.licto/licto",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "lightray",
      "name": "LightRay",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Send a company name and city, get a report on its owners, directors, filings, courts and press.",
      "url": "https://www.lightray.ai/",
      "pricingUrl": "https://www.lightray.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send a company name",
        "City",
        "Get a report on its owners",
        "Directors"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.lightray/lightray). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.lightray.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.lightray/lightray",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "lightspeed-restaurant",
      "name": "Lightspeed Restaurant",
      "vendor": "Lightspeed",
      "category": "Restaurant platform",
      "description": "Restaurant point of sale with reporting and multi-location management.",
      "url": "https://www.lightspeedhq.com/pos/restaurant/",
      "pricingUrl": "https://www.lightspeedhq.com/pos/restaurant/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Point of sale",
        "Analytics",
        "Multi-location"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant groups.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked or did not answer our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.lightspeedhq.com/pos/restaurant/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "lihtc-atlas",
      "name": "LIHTC Atlas",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "LIHTC data: HUD income and rent limits, 2027 QCT/DDA checks, LIHTC properties, credit math.",
      "url": "https://lihtc.loans/",
      "pricingUrl": "https://lihtc.loans/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "HUD income",
        "Rent limits",
        "2027 QCT/DDA checks",
        "LIHTC properties"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (loans.lihtc/lihtc-loans). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lihtc.loans/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=loans.lihtc/lihtc-loans",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "lily-ai",
      "name": "Lily AI",
      "vendor": "Lily AI",
      "category": "Retail merchandising",
      "description": "Product attribution AI for retail search and merchandising.",
      "url": "https://www.lily.ai/",
      "pricingUrl": "https://www.lily.ai/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Product attributes",
        "Search optimisation",
        "Demand signals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce",
        "fashion-apparel-design"
      ],
      "bestFor": "Retail merchandising teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.lily.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.lily.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "limewire-agent-files",
      "name": "LimeWire Agent Files",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Hosted file storage for agents: upload, list, download, share by link, expire, scratch.",
      "url": "https://limewire.com/",
      "pricingUrl": "https://limewire.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Upload",
        "List",
        "Download",
        "Share by link"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.limewire/agent-files). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://limewire.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.limewire/agent-files",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linkbreakers",
      "name": "Linkbreakers",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "QR codes and links that capture, qualify and route leads: create codes, read who scanned, via MCP.",
      "url": "https://linkbreakers.com/",
      "pricingUrl": "https://linkbreakers.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create codes",
        "Read who scanned",
        "Via MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.linkbreakers/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://linkbreakers.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.linkbreakers/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linkdr",
      "name": "LinkDR",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Backlink research, domain authority, SERP analysis, site approvals, and link building for agents.",
      "url": "https://linkdr.com/",
      "pricingUrl": "https://linkdr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Backlink research",
        "Domain authority",
        "SERP analysis",
        "Site approvals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.linkdr/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://linkdr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.linkdr/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linkedcamp",
      "name": "Linkedcamp",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "LinkedIn and email outreach: campaigns, unified inbox, leads, analytics and reports.",
      "url": "https://www.linkedcamp.com/",
      "pricingUrl": "https://www.linkedcamp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Campaigns",
        "Unified inbox",
        "Leads",
        "Analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.linkedcamp/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.linkedcamp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.linkedcamp/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linkedindataapi",
      "name": "LinkedInDataAPI",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Real-time B2B professional profiles, company intelligence & jobs hosted MCP. OAuth or API key.",
      "url": "https://linkedindataapi.com/",
      "pricingUrl": "https://linkedindataapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time B2B professional profiles",
        "Company intelligence & jobs hosted MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.linkedindataapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://linkedindataapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.linkedindataapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linkgpt",
      "name": "LinkGPT",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "SEO and AI search visibility: Search Console data, keyword research, AI visibility audits and fixes.",
      "url": "https://www.linkgpt.app/",
      "pricingUrl": "https://www.linkgpt.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search Console data",
        "Keyword research",
        "AI visibility audits",
        "Fixes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.linkgpt/linkgpt). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.linkgpt.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.linkgpt/linkgpt",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linkhatch",
      "name": "LinkHatch",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Price and order link building, content, PR and outreach, with a receipt for every link.",
      "url": "https://linkhatch.com/",
      "pricingUrl": "https://linkhatch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Price and order link building, content, PR and outreach, with a receipt",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.linkhatch/linkhatch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://linkhatch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.linkhatch/linkhatch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linkupapi",
      "name": "LinkupAPI",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Run LinkedIn, email, WhatsApp and iMessage outreach from any MCP client.",
      "url": "https://linkupapi.com/",
      "pricingUrl": "https://linkupapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run LinkedIn",
        "Email",
        "WhatsApp",
        "IMessage outreach from any MCP client"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.linkupapi/linkupapi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://linkupapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.linkupapi/linkupapi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "linqsender",
      "name": "LinqSender",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Check LinkedIn campaign status, results and replies. A person confirms every campaign.",
      "url": "https://linqsender.com/",
      "pricingUrl": "https://linqsender.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check LinkedIn campaign status",
        "Results",
        "Replies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.linqsender/linqsender). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://linqsender.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.linqsender/linqsender",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lintelly-hr-deutschland",
      "name": "Lintelly HR Deutschland",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "German employment law for small companies: notice periods, costs, sick pay, contracts. No sign-in.",
      "url": "https://lintelly.com/",
      "pricingUrl": "https://lintelly.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Notice periods",
        "Costs",
        "Sick pay",
        "Contracts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lintelly/hr-deutschland). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lintelly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lintelly/hr-deutschland",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "liquibase",
      "name": "Liquibase",
      "vendor": "Liquibase",
      "category": "Schema migration",
      "description": "Database change management for versioning and deploying schema changes.",
      "url": "https://www.liquibase.com/",
      "pricingUrl": "https://www.liquibase.com/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Commercial editions are by quote. Starter is for companies under $1B in annual revenue.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Versioned changes",
        "Rollbacks",
        "CI/CD integration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling",
        "database-administration"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Teams deploying schema changes through pipelines.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.liquibase.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.liquibase.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "liro",
      "name": "Liro",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "React + Tailwind UI components and recipes your AI coding tool can search and install.",
      "url": "https://liro.dev/",
      "pricingUrl": "https://liro.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "React + Tailwind UI components",
        "Recipes your AI coding tool can search",
        "Install"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.liro/liro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://liro.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.liro/liro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "listen-notes",
      "name": "Listen Notes",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Official podcast search, interview research, PR leads, and media monitoring from Listen Notes.",
      "url": "https://www.listennotes.com/",
      "pricingUrl": "https://www.listennotes.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Official podcast search",
        "Interview research",
        "PR leads",
        "And media monitoring from Listen Notes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.listennotes/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.listennotes.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.listennotes/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "listplus",
      "name": "ListPlus",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Check and clean B2B contacts in your lists, find leads, size markets, fill work e-mail and mobile.",
      "url": "https://listplus.ai/",
      "pricingUrl": "https://listplus.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check and clean B2B contacts in your lists, find leads, size markets",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.listplus/listplus). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://listplus.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.listplus/listplus",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "litei18n",
      "name": "LiteI18n",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Manage app translations: find and create keys, draft translations, commit and ship OTA releases.",
      "url": "https://litei18n.com/",
      "pricingUrl": "https://litei18n.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find",
        "Create keys",
        "Draft translations",
        "Commit"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.litei18n/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://litei18n.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.litei18n/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "litera",
      "name": "Litera",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Legal technology suite for law firms, including document comparison, drafting tools and firm AI search.",
      "url": "https://www.litera.com/",
      "pricingUrl": "https://www.litera.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Document comparison",
        "Drafting tools",
        "Firm AI search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research",
        "write-and-edit"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Artificial Lawyer feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.litera.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.artificiallawyer.com/2026/11/10/copilot-for-legal-wont-cannibalize-us-litera/",
          "label": "Artificial Lawyer",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "litescribe",
      "name": "LiteScribe",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Search and read your LiteScribe recordings: transcripts, summaries, action items, screenshots.",
      "url": "https://litescribe.ai/",
      "pricingUrl": "https://litescribe.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcripts",
        "Summaries",
        "Action items",
        "Screenshots"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.litescribe/litescribe). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://litescribe.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.litescribe/litescribe",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "litmaps",
      "name": "Litmaps",
      "vendor": "Litmaps",
      "category": "Literature mapping",
      "description": "Interactive citation maps to discover, monitor and share research literature.",
      "url": "https://www.litmaps.com/",
      "pricingUrl": "https://www.litmaps.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Citation maps",
        "Alerts",
        "Shared maps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Research groups monitoring a topic.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.litmaps.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "livecontext",
      "name": "LiveContext",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build and run AI workflows, agents, data tables and 1000+ API integrations from any MCP client.",
      "url": "https://livecontext.ai/",
      "pricingUrl": "https://livecontext.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and run AI workflows, agents, data tables and 1000+ API",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.livecontext/livecontext). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://livecontext.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.livecontext/livecontext",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "liveshortly",
      "name": "LiveShortly",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Streams coding agent sessions from Claude Code, Codex, Gemini and others so people can watch, steer, replay and share them.",
      "url": "https://liveshortly.com/",
      "pricingUrl": "https://liveshortly.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live session streaming",
        "Replays",
        "Sharing and approval"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Product Hunt — AI code feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://liveshortly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.producthunt.com/products/liveshortly",
          "label": "Product Hunt — AI code",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "llama-logger",
      "name": "Llama Logger",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Exception tracking for .NET. Let your AI coding agent search and triage errors and stack traces.",
      "url": "https://www.llamalogger.com/",
      "pricingUrl": "https://www.llamalogger.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.llamalogger/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.llamalogger.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.llamalogger/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "llm-cutover",
      "name": "LLM Cutover",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Checks if a cheaper model agrees with your GPT, Claude or Gemini outputs, and what routing saves.",
      "url": "https://llmcutover.com/",
      "pricingUrl": "https://llmcutover.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Checks if a cheaper model agrees with your GPT",
        "Claude or Gemini outputs",
        "And what routing saves"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.llmcutover/audit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://llmcutover.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.llmcutover/audit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "llm-prover",
      "name": "LLM Prover",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Evaluate agent workflows and LLMs on your own data: find wasted steps, pick models, catch drift.",
      "url": "https://llmprover.pysolvr.com/",
      "pricingUrl": "https://llmprover.pysolvr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find wasted steps",
        "Pick models",
        "Catch drift"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pysolvr/llmprover). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://llmprover.pysolvr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pysolvr/llmprover",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "llmtomd",
      "name": "LLMtoMD",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Convert PDFs, Office docs, websites and audio into AI-ready Markdown, then search and ask your docs.",
      "url": "https://llmtomd.com/",
      "pricingUrl": "https://llmtomd.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Convert PDFs",
        "Office docs",
        "Websites",
        "Audio into AI-ready Markdown"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.llmtomd/llmtomd). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://llmtomd.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.llmtomd/llmtomd",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "loadoptimizer",
      "name": "LoadOptimizer",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Plan truck, container and pallet loads in 3D with a real optimization engine.",
      "url": "https://www.loadoptimizer.ai/",
      "pricingUrl": "https://www.loadoptimizer.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan truck",
        "Container"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.loadoptimizer/loadoptimizer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.loadoptimizer.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.loadoptimizer/loadoptimizer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "loadster",
      "name": "Loadster",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Load testing and synthetic monitoring platform: test with Playwright, Browser Bot, or Protocol Bots.",
      "url": "https://loadster.com/",
      "pricingUrl": "https://loadster.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Test with Playwright",
        "Browser Bot",
        "Protocol Bots"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.loadster/loadster-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://loadster.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.loadster/loadster-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "localprospects",
      "name": "LocalProspects",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find local businesses on Google Maps with owner names, emails, phone line types and socials.",
      "url": "https://localprospects.ai/",
      "pricingUrl": "https://localprospects.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Emails",
        "Phone line types",
        "Socials"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.localprospects/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://localprospects.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.localprospects/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lockally-email",
      "name": "Lockally Email",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Stateful email for AI agents: read inboxes, reply in-thread, draft with approval.",
      "url": "https://lockally.com/",
      "pricingUrl": "https://lockally.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read inboxes",
        "Reply in-thread",
        "Draft with approval"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lockally/email). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lockally.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lockally/email",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "locus",
      "name": "Locus",
      "vendor": "Locus",
      "category": "Delivery management",
      "description": "AI logistics platform for dispatch and route planning at enterprise scale.",
      "url": "https://locus.sh/",
      "pricingUrl": "https://locus.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Dispatch automation",
        "Route planning",
        "Delivery visibility"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "delivery-management",
        "plan-supply-chain"
      ],
      "sectors": [
        "wholesale-distribution",
        "transport-logistics",
        "fmcg-consumer-goods"
      ],
      "bestFor": "Large distributors and logistics teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://locus.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "logbrew",
      "name": "LogBrew",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Read LogBrew errors, slow traces, logs, and product analytics, and triage issues with consent.",
      "url": "https://logbrew.co/",
      "pricingUrl": "https://logbrew.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read LogBrew errors",
        "Slow traces",
        "Logs",
        "And product analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.logbrew/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://logbrew.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.logbrew/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "logoapi-sh",
      "name": "LogoAPI.sh",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Company logos by domain as SVG or PNG URLs. no API key. Search brands, get favicons.",
      "url": "https://logoapi.sh/",
      "pricingUrl": "https://logoapi.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design & visuals",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.logoapi/logos). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://logoapi.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.logoapi/logos",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "loice",
      "name": "Loice",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "B2B lead search, company employees, verified work emails, email and LinkedIn enrichment.",
      "url": "https://loice.ai/",
      "pricingUrl": "https://loice.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "B2B lead search",
        "Company employees",
        "Verified work emails",
        "Email"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.loice/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://loice.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.loice/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lokalise",
      "name": "Lokalise",
      "vendor": "Lokalise",
      "category": "Localization",
      "description": "Localization platform for apps and content with AI translation.",
      "url": "https://lokalise.com/",
      "pricingUrl": "https://lokalise.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Explorer is $149, Growth $379 and Advanced $1,049 a month. Enterprise is custom. Free for open-source non-profit projects.",
      "startingPrice": 149,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "No general free plan. 14-day free trial.",
      "features": [
        "In-context editing",
        "AI translation",
        "Developer integrations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services",
        "technology-software"
      ],
      "bestFor": "Software teams shipping localised apps.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://lokalise.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://lokalise.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "loom",
      "name": "Loom",
      "vendor": "Atlassian",
      "category": "Screen recording",
      "description": "Screen and camera recording with AI titles, summaries and edits.",
      "url": "https://www.loom.com/",
      "pricingUrl": "https://www.loom.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Business is $18 and Business + AI $24 per user a month, with up to 17% off annually. Enterprise is by contacting sales.",
      "startingPrice": 18,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "Starter is $0 with 25 videos and 5-minute recordings.",
      "features": [
        "Screen recording",
        "AI summaries",
        "Easy sharing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online",
        "create-video-audio"
      ],
      "sectors": [
        "freelance-creator-economy",
        "technology-software"
      ],
      "bestFor": "Online teachers and remote workers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.loom.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.loom.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "loop-voice",
      "name": "Loop Voice",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Ask about Loop Voice AI calls, texts, campaigns and revenue. Read-only, OAuth sign-in.",
      "url": "https://loopvoice.ai/",
      "pricingUrl": "https://loopvoice.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask about Loop Voice AI calls",
        "Texts",
        "Campaigns",
        "Revenue"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.loopvoice/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://loopvoice.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.loopvoice/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lopjlb-research",
      "name": "LOPJLB Research",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "U.S. equity quant research: market regime, signals, scores, screens and CallCards.",
      "url": "https://www.lopjlb.com/",
      "pricingUrl": "https://www.lopjlb.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lopjlb/research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.lopjlb.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lopjlb/research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lotssocial",
      "name": "LotsSocial",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule, publish and track social posts on 11 networks from any AI agent, with a full dashboard.",
      "url": "https://lots.social/",
      "pricingUrl": "https://lots.social/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule, publish and track social posts on 11 networks from any AI",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (social.lots/lotssocial). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lots.social/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=social.lots/lotssocial",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lotwick",
      "name": "Lotwick",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search live UK property auction lots: guide prices, auction dates, Land Registry sales and EPC data.",
      "url": "https://lotwick.com/",
      "pricingUrl": "https://lotwick.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Guide prices",
        "Auction dates",
        "Land Registry sales",
        "EPC data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lotwick/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lotwick.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lotwick/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lovable",
      "name": "Lovable",
      "vendor": "Lovable",
      "category": "App building",
      "description": "Generates and edits full-stack web apps from natural language.",
      "url": "https://lovable.dev/",
      "pricingUrl": "https://lovable.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prompt-to-app",
        "Backend integration",
        "Deployment"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Founders and operators prototyping apps.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://lovable.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "lumberroom",
      "name": "Lumberroom",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Durable shared memory for AI agents: search, write and correct facts, with per-client policy.",
      "url": "https://lumberroom.cloud/",
      "pricingUrl": "https://lumberroom.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Write",
        "Correct facts",
        "Per-client policy"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.lumberroom/lumberroom). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lumberroom.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.lumberroom/lumberroom",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "luminance",
      "name": "Luminance",
      "vendor": "Luminance",
      "category": "Contract review",
      "description": "Legal-grade AI for contract negotiation, review and diligence.",
      "url": "https://www.luminance.com/",
      "pricingUrl": "https://www.luminance.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Contract analysis",
        "Negotiation automation",
        "Diligence"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Corporate legal teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.luminance.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "luminar-neo",
      "name": "Luminar Neo",
      "vendor": "Skylum",
      "category": "Photo editing",
      "description": "Photo editor with AI sky replacement, portrait and relight tools.",
      "url": "https://skylum.com/luminar",
      "pricingUrl": "https://skylum.com/luminar",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sky replacement",
        "Portrait tools",
        "Relighting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Enthusiast and freelance photographers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://skylum.com/luminar",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "lumorig",
      "name": "Lumorig",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Create, animate and export mascots from your coding agent, as Lottie, SVG or transparent clips.",
      "url": "https://lumorig.com/",
      "pricingUrl": "https://lumorig.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, animate and export mascots from your coding agent, as Lottie",
        "Design & visuals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "game-development"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.lumorig/mascots). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lumorig.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.lumorig/mascots",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "lupra",
      "name": "Lupra",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Vehicle search for Swiss garages: specifications, equipment and Swiss market comparisons.",
      "url": "https://lupra.ch/",
      "pricingUrl": "https://lupra.ch/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Specifications",
        "Equipment",
        "Swiss market comparisons"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "automotive-mobility"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ch.lupra/vehicles). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lupra.ch/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ch.lupra/vehicles",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "machine-schema",
      "name": "Machine Schema",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Cited specs for industrial robots, CNC machines, PLCs, drives, protocols and alarm codes.",
      "url": "https://machineschema.com/",
      "pricingUrl": "https://machineschema.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cited specs for industrial robots",
        "CNC machines",
        "PLCs",
        "Drives"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.machineschema/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://machineschema.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.machineschema/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "machinemail",
      "name": "MachineMail",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Email inboxes for AI agents. Send, receive, and read email with a trust report on every message.",
      "url": "https://machinemail.dev/",
      "pricingUrl": "https://machinemail.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Workflow automation",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.machinemail/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://machinemail.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.machinemail/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "maci",
      "name": "Maci",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Read refrigeration units, service history, F-gas logs and alarms in Maci. Read only.",
      "url": "https://maci.energy/",
      "pricingUrl": "https://maci.energy/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read refrigeration units",
        "Service history",
        "F-gas logs",
        "Alarms in Maci"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (energy.maci/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://maci.energy/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=energy.maci/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "macrodataapi",
      "name": "MacroDataAPI",
      "vendor": "Not verified",
      "category": "Economic data",
      "description": "Macro data for agents: CPI, payrolls, GDP, policy rates, yields, release calendar, vintages.",
      "url": "https://macrodataapi.com/",
      "pricingUrl": "https://macrodataapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CPI",
        "Payrolls",
        "GDP",
        "Policy rates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "market-investment-research"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Economists and policy analysts.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.macrodataapi/macrodata). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://macrodataapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.macrodataapi/macrodata",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "magic-translate",
      "name": "Magic Translate",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Add AI translation to React, Angular, Vue or any website, and review and fix your translations.",
      "url": "https://magictranslate.io/",
      "pricingUrl": "https://magictranslate.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Add AI translation to React",
        "Angular",
        "Vue or any website",
        "And review"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.magictranslate/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://magictranslate.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.magictranslate/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "magicschool-ai",
      "name": "MagicSchool AI",
      "vendor": "MagicSchool",
      "category": "Education",
      "description": "Help teachers draft lessons, quizzes, rubrics, and writing feedback, with additional school administration and student tools by plan.",
      "url": "https://www.magicschool.ai/",
      "pricingUrl": "https://www.magicschool.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Plus is US$12.99/user monthly or US$8.33/user/month billed annually at US$99.96/year. District Enterprise pricing is customized.",
      "startingPrice": 12.99,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free includes core teacher tools, quizzes, and writing feedback; unlimited generations and history require Plus.",
      "features": [
        "Lesson-plan drafts",
        "Quiz creation",
        "Rubric generation",
        "Student writing feedback"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "lesson-planning",
        "write-and-edit"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers, instructional designers, and school administrators.",
      "limitations": [
        "Educators must review accuracy, age suitability, and curriculum alignment.",
        "District controls and data agreements require the appropriate institutional plan."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.magicschool.ai/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.magicschool.ai/pricing",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Monthly starting price uses the cancel-monthly option; the lower advertised annual equivalent is explained separately. Named LMS integrations were not verified.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "magister-marketing",
      "name": "Magister Marketing",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI marketing agent: audits, plans, SEO, AI visibility, social posting, and Google, Meta & TikTok ads.",
      "url": "https://magistermarketing.com/",
      "pricingUrl": "https://magistermarketing.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Audits",
        "Plans",
        "SEO",
        "AI visibility"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.magistermarketing/magister). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://magistermarketing.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.magistermarketing/magister",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailazy",
      "name": "Mailazy",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Run email marketing from your AI assistant: contacts, newsletters, automations, behavior emails.",
      "url": "https://mailazy.com/",
      "pricingUrl": "https://mailazy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Contacts",
        "Newsletters",
        "Automations",
        "Behavior emails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mailazy/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mailazy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mailazy/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailbox",
      "name": "Mailbox",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Read, send, file and search email in any Gmail, Microsoft 365 or IMAP mailbox, plus its calendar.",
      "url": "https://mailbox-mcp.com/",
      "pricingUrl": "https://mailbox-mcp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read, send, file and search email in any Gmail, Microsoft 365 or IMAP",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mailbox-mcp/mailbox-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mailbox-mcp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mailbox-mcp/mailbox-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailcuck",
      "name": "MailCuck",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Connect any IMAP/SMTP mailbox to Claude & ChatGPT: search, read, sort, draft. Sends only with OK.",
      "url": "https://mail-cuck.com/",
      "pricingUrl": "https://mail-cuck.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Read",
        "Sort",
        "Draft"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mail-cuck/connector). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mail-cuck.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mail-cuck/connector",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailera",
      "name": "Mailera",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Email for AI agents: read, search and send from your Gmail, Outlook, Yahoo, iCloud or IMAP inbox.",
      "url": "https://mailera.app/",
      "pricingUrl": "https://mailera.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Search",
        "Send from your Gmail",
        "Outlook"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.mailera/mailera). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mailera.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.mailera/mailera",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailprobe",
      "name": "MailProbe",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Verify email addresses in real time: deliverability, disposable and role addresses, typo fixes.",
      "url": "https://mailprobe.dev/",
      "pricingUrl": "https://mailprobe.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deliverability",
        "Disposable",
        "Role addresses",
        "Typo fixes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.mailprobe/mailprobe). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mailprobe.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.mailprobe/mailprobe",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailrith-email-marketing",
      "name": "Mailrith Email Marketing",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage Subscribers, Broadcasts, Sequences, Automations, and reporting in Mailrith.",
      "url": "https://mailrith.com/",
      "pricingUrl": "https://mailrith.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage Subscribers",
        "Broadcasts",
        "Sequences",
        "Automations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mailrith/mailrith). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mailrith.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mailrith/mailrith",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailslurp",
      "name": "MailSlurp",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Email and SMS inboxes for AI agents, plus email rendering, inbox placement and sender warmup.",
      "url": "https://www.mailslurp.com/",
      "pricingUrl": "https://www.mailslurp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Email and SMS inboxes for AI agents, plus email rendering, inbox",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mailslurp/mailslurp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mailslurp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mailslurp/mailslurp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailsocket",
      "name": "mailsocket",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Test inboxes for AI agents testing your app: block until the OTP or magic link arrives.",
      "url": "https://dash.mailsocket.app/",
      "pricingUrl": "https://dash.mailsocket.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.mailsocket/mailsocket-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dash.mailsocket.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.mailsocket/mailsocket-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mailsuite",
      "name": "Mailsuite",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Email tracking for AI assistants: see who opened your emails and send tracked emails and follow-ups.",
      "url": "https://mailsuite.com/",
      "pricingUrl": "https://mailsuite.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See who opened your emails",
        "Send tracked emails",
        "Follow-ups"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mailsuite/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mailsuite.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mailsuite/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "maindex",
      "name": "Maindex",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Team-shared memory MCP: 15 tools, search, links, collections, bulk ops, Teams workspaces.",
      "url": "https://maindex.io/",
      "pricingUrl": "https://maindex.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "15 tools",
        "Search",
        "Links",
        "Collections"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.maindex/expert). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://maindex.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.maindex/expert",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "majlisdesk",
      "name": "MajlisDesk",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Read and answer your team's WhatsApp and email inbox from Claude or ChatGPT. OAuth sign-in.",
      "url": "https://majlisdesk.com/",
      "pricingUrl": "https://majlisdesk.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and answer your team's WhatsApp and email inbox from Claude",
        "Customer support"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.majlisdesk/whatsapp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://majlisdesk.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.majlisdesk/whatsapp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "makemycontent",
      "name": "MakeMyContent",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "AI content studio for blog posts, ad copy, email campaigns, social media, newsletters, and video scr.",
      "url": "https://makemycontent.org/",
      "pricingUrl": "https://makemycontent.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI content studio for blog posts",
        "Ad copy",
        "Email campaigns",
        "Social media"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.makemycontent/makemycontent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://makemycontent.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.makemycontent/makemycontent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mallary",
      "name": "Mallary",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Publish and schedule social posts, reply to comments, and read analytics across connected platforms.",
      "url": "https://mallary.ai/",
      "pricingUrl": "https://mallary.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish and schedule social posts, reply to comments, and read",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.mallary/mallary). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mallary.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.mallary/mallary",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mamitsu",
      "name": "Mamitsu",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "OAuth-enabled MCP server that extracts structured data from public social media posts.",
      "url": "https://usemamitsu.com/",
      "pricingUrl": "https://usemamitsu.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data extraction",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.usemamitsu/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usemamitsu.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.usemamitsu/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mamutecloud",
      "name": "MamuteCloud",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "MamuteCloud via OAuth: CDN, SSL, DNS, storage, apps, transcription, translation and billing.",
      "url": "https://mamutecloud.com/",
      "pricingUrl": "https://mamutecloud.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CDN",
        "SSL",
        "DNS",
        "Storage"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mamutecloud/api). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mamutecloud.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mamutecloud/api",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "manyscripts",
      "name": "ManyScripts",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcript API and MCP for public TikTok, YouTube, Instagram, X, Facebook, LinkedIn, Bluesky videos.",
      "url": "https://www.manyscripts.com/",
      "pricingUrl": "https://www.manyscripts.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcript API",
        "MCP for public TikTok",
        "YouTube",
        "Instagram"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "data-pipelines"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.manyscripts/transcripts). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.manyscripts.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.manyscripts/transcripts",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "mapiron-maps",
      "name": "MapIron Maps",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Geocoding, static maps and privacy-safe area maps from OpenStreetMap data. Hard caps, no overage.",
      "url": "https://mapiron.com/",
      "pricingUrl": "https://mapiron.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Geocoding, static maps and privacy-safe area maps from OpenStreetMap",
        "Geospatial data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "earth-climate-geospatial"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mapiron/maps). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mapiron.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mapiron/maps",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "maple",
      "name": "Maple",
      "vendor": "Maplesoft",
      "category": "Technical computing",
      "description": "Mathematics software for symbolic computation, teaching and engineering analysis.",
      "url": "https://www.maplesoft.com/products/maple/",
      "pricingUrl": "https://www.maplesoft.com/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Symbolic maths",
        "Math education",
        "Engineering calculations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation"
      ],
      "sectors": [
        "mathematics-statistics",
        "universities-academic-research"
      ],
      "bestFor": "University maths departments and engineers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.maplesoft.com/products/maple/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "maple-voice-ai",
      "name": "Maple Voice AI",
      "vendor": "Not verified",
      "category": "Restaurant operations",
      "description": "Check if Maple's restaurant AI phone agent fits your POS, estimate missed-call sales, see pricing.",
      "url": "https://maple.inc/",
      "pricingUrl": "https://maple.inc/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Estimate missed-call sales",
        "See pricing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (inc.maple/website). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://maple.inc/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=inc.maple/website",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mapples",
      "name": "Mapples",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Visual builder for React Native and Expo apps. Read and update project design tokens.",
      "url": "https://mapples.org/",
      "pricingUrl": "https://mapples.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Visual builder for React Native",
        "Expo apps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.mapples/mapples). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mapples.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.mapples/mapples",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mapsemble",
      "name": "Mapsemble",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Build interactive maps for your website from a chat: places, routes, filters, cards, embed code.",
      "url": "https://mapsemble.com/",
      "pricingUrl": "https://mapsemble.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Places",
        "Routes",
        "Filters",
        "Cards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mapsemble/mapsemble). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mapsemble.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mapsemble/mapsemble",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mapsscraper-dev",
      "name": "MapsScraper.dev",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Research public business listings, reviews and photos into lists with explicit unit budgets.",
      "url": "https://mapsscraper.dev/",
      "pricingUrl": "https://mapsscraper.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Research public business listings",
        "Reviews",
        "Photos into lists with explicit unit budgets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.mapsscraper/mapsscraper). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mapsscraper.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.mapsscraper/mapsscraper",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "marcora",
      "name": "Marcora",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "The context layer for go-to-market teams.",
      "url": "https://marcora.ai/",
      "pricingUrl": "https://marcora.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.marcora/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://marcora.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.marcora/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "marg-erp",
      "name": "Marg ERP",
      "vendor": "Marg ERP",
      "category": "Trade accounting",
      "description": "ERP for wholesale, distribution, pharma and retail traders.",
      "url": "https://margcompusoft.com/",
      "pricingUrl": "https://margcompusoft.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Distribution ERP",
        "Inventory",
        "Billing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution",
        "pharma-biotech"
      ],
      "bestFor": "Pharma and FMCG distributors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://margcompusoft.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "marginedge",
      "name": "MarginEdge",
      "vendor": "MarginEdge",
      "category": "Restaurant back office",
      "description": "Automates invoice processing, food costs and recipe costing for restaurants.",
      "url": "https://www.marginedge.com/",
      "pricingUrl": "https://www.marginedge.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "$350 per location a month, or 10% less billed annually. Add-ons cost extra.",
      "startingPrice": 350,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Invoice automation",
        "Food cost tracking",
        "Recipe costing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations",
        "finance-accounting"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant owners watching margins.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.marginedge.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.marginedge.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "markaestro",
      "name": "Markaestro",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule, publish, and review social posts and analytics for a Markaestro brand.",
      "url": "https://markaestro.com/",
      "pricingUrl": "https://markaestro.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule, publish, and review social posts and analytics",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.markaestro/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://markaestro.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.markaestro/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "marketplace-ad-pros",
      "name": "Marketplace Ad Pros",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Amazon Ads, Seller Central, Vendor Central and AMC data for AI agents. Read-only by default.",
      "url": "https://marketplaceadpros.com/",
      "pricingUrl": "https://marketplaceadpros.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Amazon Ads",
        "Seller Central",
        "Vendor Central",
        "AMC data for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.marketplaceadpros/amazon-ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://marketplaceadpros.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.marketplaceadpros/amazon-ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "marsell",
      "name": "Marsell",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage content, marketing and sales in Marsell with your own AI. Read work and act with permission.",
      "url": "https://getmarsell.com/",
      "pricingUrl": "https://getmarsell.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage content",
        "Marketing",
        "Sales in Marsell with your own AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getmarsell/marsell). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getmarsell.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getmarsell/marsell",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "materials-project",
      "name": "Materials Project",
      "vendor": "Lawrence Berkeley National Laboratory",
      "category": "Materials data",
      "description": "Open database of computed materials properties with an API.",
      "url": "https://next-gen.materialsproject.org/",
      "pricingUrl": "https://next-gen.materialsproject.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Computed properties",
        "Open API",
        "Phase diagrams"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "chemistry-materials"
      ],
      "sectors": [
        "chemistry-materials-science",
        "universities-academic-research"
      ],
      "bestFor": "Materials scientists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://next-gen.materialsproject.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "matillion",
      "name": "Matillion",
      "vendor": "Matillion",
      "category": "Data pipelines",
      "description": "Cloud data integration with AI agents for building pipelines.",
      "url": "https://www.matillion.com/",
      "pricingUrl": "https://www.matillion.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Pipeline design",
        "Data transformation",
        "AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "retail-ecommerce"
      ],
      "bestFor": "Data teams on cloud warehouses.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.matillion.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "matlab",
      "name": "MATLAB",
      "vendor": "MathWorks",
      "category": "Technical computing",
      "description": "Numerical computing environment with AI-assisted code generation and toolboxes.",
      "url": "https://www.mathworks.com/products/matlab.html",
      "pricingUrl": "https://www.mathworks.com/products/matlab.html",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Numerical computing",
        "Simulink models",
        "MATLAB Copilot"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation",
        "statistics-modelling",
        "design-engineering"
      ],
      "sectors": [
        "mathematics-statistics",
        "manufacturing",
        "science-research",
        "aerospace-defence"
      ],
      "bestFor": "Engineers and applied mathematicians.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.mathworks.com/products/matlab.html",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "maven-bio",
      "name": "Maven Bio",
      "vendor": "Not verified",
      "category": "Drug discovery",
      "description": "Live intelligence for biopharma teams on drugs, trials, companies, deals, and source evidence.",
      "url": "https://mavenbio.com/",
      "pricingUrl": "https://mavenbio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live intelligence for biopharma teams on drugs",
        "Trials",
        "Companies",
        "Deals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "market-investment-research"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Drug discovery teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mavenbio/maven-bio). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mavenbio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mavenbio/maven-bio",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "maxqda",
      "name": "MAXQDA",
      "vendor": "VERBI",
      "category": "Qualitative analysis",
      "description": "Qualitative and mixed-methods software with an AI assistant for summarising and coding.",
      "url": "https://www.maxqda.com/",
      "pricingUrl": "https://www.maxqda.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Mixed methods",
        "AI Assist",
        "Visual tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "universities-academic-research",
        "social-sciences-humanities"
      ],
      "bestFor": "Researchers combining qualitative and quantitative data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.maxqda.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "mcp-ads",
      "name": "MCP Ads",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Run Google Ads, Meta, TikTok, LinkedIn, GA4 & Search Console from chat. Changes wait for approval.",
      "url": "https://mcp-ads.com/",
      "pricingUrl": "https://mcp-ads.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run Google Ads",
        "Meta",
        "TikTok",
        "LinkedIn"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mcp-ads/mcp-ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcp-ads.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mcp-ads/mcp-ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mcpbizapps",
      "name": "mcpbizapps",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Governed MCP gateway for business apps: roles, previews, approvals and one audit log.",
      "url": "https://mcpbizapps.com/",
      "pricingUrl": "https://mcpbizapps.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Roles",
        "Previews",
        "Approvals",
        "One audit log"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mcpbizapps/enterprise). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcpbizapps.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mcpbizapps/enterprise",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mcpprobe",
      "name": "mcpprobe",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Read-only MCP security data: check catalogue, public scan status and your own scan reports.",
      "url": "https://mcpprobe.tech/",
      "pricingUrl": "https://mcpprobe.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check catalogue",
        "Public scan status",
        "Your own scan reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.mcpprobe/scanner). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcpprobe.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.mcpprobe/scanner",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mcpvetter",
      "name": "MCPVetter",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Audit your MCP servers for poisoned tools and leaked secrets, and check AI-generated code for flaws.",
      "url": "https://mcpvetter.com/",
      "pricingUrl": "https://mcpvetter.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Audit your MCP servers for poisoned tools",
        "Leaked secrets",
        "And check AI-generated code for flaws"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mcpvetter/mcpvetter). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcpvetter.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mcpvetter/mcpvetter",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mdcalc",
      "name": "MDCalc",
      "vendor": "Not verified",
      "category": "Clinical reference",
      "description": "Medical calculators, scores, algorithms and guidelines for clinicians, now with CrossCover, a check on answers from clinical AI tools.",
      "url": "https://www.mdcalc.com/",
      "pricingUrl": "https://www.mdcalc.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Medical calculators",
        "Clinical scores",
        "Guidelines",
        "AI answer checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Clinicians.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the STAT News feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mdcalc.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.statnews.com/2026/11/11/mdcalc-launches-crosscover-rumble-strip-for-clinical-ai-chatbots/",
          "label": "STAT News",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mdflow",
      "name": "MDflow",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Markdown workspace for AI agents: read, write, organize, and share markdown documents.",
      "url": "https://mdflow.cz/",
      "pricingUrl": "https://mdflow.cz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Write",
        "Organize",
        "And share markdown documents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cz.mdflow/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mdflow.cz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cz.mdflow/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "meandr",
      "name": "Meandr",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "MCP gateway and cloud hosting for MCP servers, agents and apps like RAG, managed from your agent.",
      "url": "https://meandr.com/",
      "pricingUrl": "https://meandr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "MCP gateway",
        "Cloud hosting for MCP servers",
        "Agents",
        "Apps like RAG"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.meandr/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://meandr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.meandr/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "medidata",
      "name": "Medidata",
      "vendor": "Medidata (Dassault Systèmes)",
      "category": "Clinical trials",
      "description": "Unified platform for clinical trial data capture, randomisation, analytics and AI-enabled trial design.",
      "url": "https://www.medidata.com/",
      "pricingUrl": "https://www.medidata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Electronic data capture",
        "Trial analytics",
        "Synthetic control data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-trials"
      ],
      "sectors": [
        "pharma-biotech",
        "medical-devices-diagnostics"
      ],
      "bestFor": "Sponsors and CROs running clinical trials.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.medidata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "meertrack",
      "name": "Meertrack",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Competitive intelligence - track what competitors ship each week. 8 tools, 3 prompt workflows.",
      "url": "https://meertrack.com/",
      "pricingUrl": "https://meertrack.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.meertrack/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://meertrack.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.meertrack/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mellow-hub",
      "name": "Mellow Hub",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Find what took off on TikTok, Instagram and YouTube, make your own with AI, post to 10 networks.",
      "url": "https://www.mellow.world/",
      "pricingUrl": "https://www.mellow.world/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find what took off on TikTok",
        "Instagram",
        "YouTube",
        "Make your own with AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (world.mellow.www/hub). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mellow.world/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=world.mellow.www/hub",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "memexa",
      "name": "Memexa",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Memory for Claude, ChatGPT and other AI apps: notes and docs as a searchable graph, EU-hosted.",
      "url": "https://memexa.ai/",
      "pricingUrl": "https://memexa.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Notes",
        "Docs as a searchable graph",
        "EU-hosted"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.memexa/brain). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://memexa.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.memexa/brain",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "memmo",
      "name": "Memmo",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Team memory for AI coding agents and code reviews, reviewed by humans and served over MCP.",
      "url": "https://memmo.dev/",
      "pricingUrl": "https://memmo.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Team memory for AI coding agents",
        "Code reviews",
        "Reviewed by humans",
        "Served over MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.memmo/memmo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://memmo.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.memmo/memmo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "memoq",
      "name": "memoQ",
      "vendor": "memoQ",
      "category": "Translation",
      "description": "Computer-assisted translation environment for translators and agencies.",
      "url": "https://www.memoq.com/",
      "pricingUrl": "https://www.memoq.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "memoQ TMS Starter is from €2,750 or $3,025 a year. Larger plans are by contacting sales.",
      "startingPrice": 2750,
      "currency": "EUR",
      "billing": "annual",
      "freePlan": "No free plan. A trial is offered.",
      "features": [
        "Translation memory",
        "Terminology",
        "AI connectors"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services"
      ],
      "bestFor": "Professional translators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.memoq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.memoq.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "mempipe",
      "name": "Mempipe",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Search, read and cite documents. Add, replace and delete files with write access. OAuth required.",
      "url": "https://www.mempipe.ai/",
      "pricingUrl": "https://www.mempipe.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, read and cite documents",
        "Knowledge & memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.mempipe/mempipe). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mempipe.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.mempipe/mempipe",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mencoro",
      "name": "Mencoro",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track and manage how your brand appears in AI answers: rank, mentions, sentiment, share of voice.",
      "url": "https://mencoro.com/",
      "pricingUrl": "https://mencoro.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Rank",
        "Mentions",
        "Sentiment",
        "Share of voice"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mencoro/mencoro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mencoro.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mencoro/mencoro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mentionagent",
      "name": "MentionAgent",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Link building outreach from your agent: review drafts, send the batch, answer publisher replies.",
      "url": "https://mentionagent.ai/",
      "pricingUrl": "https://mentionagent.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Review drafts",
        "Send the batch",
        "Answer publisher replies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.mentionagent/mentionagent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mentionagent.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.mentionagent/mentionagent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mentionbird",
      "name": "MentionBird",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track AI-answer visibility for your brands. Read data; optionally add brands and prompts.",
      "url": "https://www.mentionbird.ai/",
      "pricingUrl": "https://www.mentionbird.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.mentionbird/mentionbird). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mentionbird.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.mentionbird/mentionbird",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mentornity",
      "name": "Mentornity",
      "vendor": "Not verified",
      "category": "Online courses",
      "description": "Mentoring programs from your AI assistant: find mentors, book meetings, keep notes and next steps.",
      "url": "https://www.mentornity.com/",
      "pricingUrl": "https://www.mentornity.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find mentors",
        "Book meetings",
        "Keep notes",
        "Next steps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Course creators and educators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mentornity/mentornity). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mentornity.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mentornity/mentornity",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "merchanthq",
      "name": "MerchantHQ",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "UK card-payment acquirer terms and fees from the MerchantHQ Card Acquirer Index. Read-only.",
      "url": "https://merchanthq.co.uk/",
      "pricingUrl": "https://merchanthq.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "UK card-payment acquirer terms",
        "Fees from the MerchantHQ Card Acquirer Index"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.merchanthq/card-acquirer-index). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://merchanthq.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.merchanthq/card-acquirer-index",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "meridian",
      "name": "Meridian",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Project management (PMO) data for AI: projects, risks, status reports, time tracking.",
      "url": "https://www.meridian4pm.com/",
      "pricingUrl": "https://www.meridian4pm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Projects",
        "Risks",
        "Status reports",
        "Time tracking"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.meridian4pm/meridian). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.meridian4pm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.meridian4pm/meridian",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mescolis-shipping",
      "name": "MesColis Shipping",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Track parcels, get live shipping quotes and find drop-off points in Canada. FR/EN.",
      "url": "https://www.mescolis.ca/",
      "pricingUrl": "https://www.mescolis.ca/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track parcels",
        "Get live shipping quotes",
        "Find drop-off points in Canada"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ca.mescolis/shipping). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mescolis.ca/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ca.mescolis/shipping",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mesh",
      "name": "Mesh",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Microsoft 365, CRM, Partner Center and tenant operations for organisations and MSPs.",
      "url": "https://lucidlabs.com.au/",
      "pricingUrl": "https://lucidlabs.com.au/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Microsoft 365",
        "CRM",
        "Partner Center",
        "Tenant operations for organisations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (au.com.lucidlabs/mesh). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lucidlabs.com.au/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=au.com.lucidlabs/mesh",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "messgeo",
      "name": "MessGEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track and manage your brand's visibility in AI answers: ChatGPT, Gemini, Google AI, Copilot.",
      "url": "https://messgeo.com/",
      "pricingUrl": "https://messgeo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "ChatGPT",
        "Gemini",
        "Google AI",
        "Copilot"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.messgeo/messgeo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://messgeo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.messgeo/messgeo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "metabase",
      "name": "Metabase",
      "vendor": "Metabase",
      "category": "Database BI",
      "description": "Open-source business intelligence with natural-language questions.",
      "url": "https://www.metabase.com/",
      "pricingUrl": "https://www.metabase.com/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Dashboards",
        "Natural language questions",
        "SQL editor"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software",
        "retail-ecommerce"
      ],
      "bestFor": "Teams exploring their own database without much setup.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.metabase.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "metaintro-job-search",
      "name": "Metaintro Job Search",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search live jobs, read postings, and look up how employers hire and pay. no sign-in.",
      "url": "https://www.metaintro.com/",
      "pricingUrl": "https://www.metaintro.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search live jobs",
        "Read postings",
        "And look up how employers hire",
        "Pay"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.metaintro/job-search). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.metaintro.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.metaintro/job-search",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "metasearch-sh",
      "name": "metasearch.sh",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Web search and page reading: news, papers, people, patents and places, with sources and cost.",
      "url": "https://metasearch.sh/",
      "pricingUrl": "https://metasearch.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "News",
        "Papers",
        "People",
        "Patents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.metasearch/search). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://metasearch.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.metasearch/search",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "metrinel",
      "name": "Metrinel",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read-only Google Ads, GA4 and Search Console data for Claude, with no Google Cloud setup.",
      "url": "https://metrinel.com/",
      "pricingUrl": "https://metrinel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only Google Ads",
        "GA4",
        "Search Console data for Claude",
        "No Google Cloud setup"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.metrinel/metrinel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://metrinel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.metrinel/metrinel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mews",
      "name": "Mews",
      "vendor": "Mews",
      "category": "Hotel management",
      "description": "Cloud property management system for hotels with automation for check-in, payments and operations.",
      "url": "https://www.mews.com/en",
      "pricingUrl": "https://www.mews.com/en/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Property management",
        "Guest journey automation",
        "Embedded payments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel groups modernising operations.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.mews.com/en",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.mews.com/en/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "micompress",
      "name": "MiCompress",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Compress images, PDFs, video, audio, documents & archives via micompress.com.",
      "url": "https://micompress.com/",
      "pricingUrl": "https://micompress.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Compress images",
        "PDFs",
        "Video",
        "Audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.micompress/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://micompress.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.micompress/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "miconvert-file-converter",
      "name": "MiConvert File Converter",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Convert files by URL: OFD→PDF, 3D/CAD (STEP, STL, GLB), images, audio, video, documents.",
      "url": "https://miconvert.com/",
      "pricingUrl": "https://miconvert.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "OFD→PDF",
        "3D/CAD (STEP, STL, GLB)",
        "Images",
        "Audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.miconvert/file-converter). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://miconvert.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.miconvert/file-converter",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "microsoft-365-copilot",
      "name": "Microsoft 365 Copilot",
      "vendor": "Microsoft",
      "category": "Workplace assistant",
      "description": "AI assistance within Microsoft productivity apps and work information.",
      "url": "https://www.microsoft.com/en-us/microsoft-365-copilot",
      "pricingUrl": "https://www.microsoft.com/en-us/copilot/pricing/business",
      "pricingModel": "Paid",
      "pricingSummary": "Example bundle: Business Standard with Copilot at USD 23.50/user/month, billed annually. This includes the base suite; standalone eligibility and usage charges vary.",
      "startingPrice": null,
      "currency": null,
      "billing": "annual",
      "freePlan": "Free access to the full work-grounded suite was not verified.",
      "features": [
        "Work-grounded chat",
        "Document drafting",
        "Spreadsheet assistance",
        "Meeting and presentation support"
      ],
      "integrations": [
        "Word",
        "Excel",
        "PowerPoint",
        "Outlook",
        "Teams"
      ],
      "platforms": [
        "Web",
        "Desktop",
        "Mobile"
      ],
      "tasks": [
        "write-and-edit",
        "analyze-data",
        "summarize-meetings",
        "find-team-knowledge",
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Organizations working across Microsoft 365.",
      "limitations": [
        "Requires eligible licenses and configured permissions.",
        "Bundle and usage costs must be checked together."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.microsoft.com/en-us/copilot/pricing/business",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Example bundle price is not a claim about the lowest standalone AI price.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "microsoft-dragon-copilot",
      "name": "Microsoft Dragon Copilot",
      "vendor": "Microsoft",
      "category": "Clinical documentation",
      "description": "Ambient clinical documentation and assistant workflows for clinicians.",
      "url": "https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot",
      "pricingUrl": "https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ambient notes",
        "EHR workflows",
        "Clinical assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-documentation"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Health systems reducing documentation time.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.microsoft.com/en-us/health-solutions/clinical-workflow/dragon-copilot",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "microsoft-excel-copilot",
      "name": "Microsoft Excel Copilot",
      "vendor": "Microsoft",
      "category": "Spreadsheets",
      "description": "Copilot assistance for formulas, analysis and charts in Excel.",
      "url": "https://support.microsoft.com/en-us/excel/copilot/get-started-with-copilot-in-excel",
      "pricingUrl": "https://support.microsoft.com/en-us/excel/copilot/get-started-with-copilot-in-excel",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Formula help",
        "Python in Excel",
        "Data insights"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "finance-accounting"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Excel-heavy roles.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://support.microsoft.com/en-us/excel/copilot/get-started-with-copilot-in-excel",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "microsoft-planetary-computer",
      "name": "Microsoft Planetary Computer",
      "vendor": "Microsoft",
      "category": "Geospatial analysis",
      "description": "Catalog of environmental datasets with APIs for sustainability analysis.",
      "url": "https://planetarycomputer.microsoft.com/",
      "pricingUrl": "https://planetarycomputer.microsoft.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Environmental datasets",
        "STAC API",
        "Hub"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis",
        "climate-sustainability"
      ],
      "sectors": [
        "earth-climate-geospatial",
        "water-waste-environment"
      ],
      "bestFor": "Environmental data scientists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://planetarycomputer.microsoft.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "midjourney",
      "name": "Midjourney",
      "vendor": "Midjourney",
      "category": "Image generation",
      "description": "Text-to-image generation widely used for concept art and visual exploration.",
      "url": "https://www.midjourney.com/",
      "pricingUrl": "https://www.midjourney.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Image generation",
        "Style exploration",
        "Image editing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "arts-culture-entertainment",
        "marketing-advertising",
        "architecture-urban-planning",
        "fashion-apparel-design"
      ],
      "bestFor": "Designers exploring visual concepts.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.midjourney.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "migratrix",
      "name": "Migratrix",
      "vendor": "Not verified",
      "category": "Database operations",
      "description": "Database change control: schemas, change scripts, approvals, rollback, drift and audit.",
      "url": "https://migratrix.com/",
      "pricingUrl": "https://migratrix.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schemas",
        "Change scripts",
        "Approvals",
        "Rollback"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams running databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.migratrix/migratrix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://migratrix.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.migratrix/migratrix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "milvus",
      "name": "Milvus",
      "vendor": "Milvus project",
      "category": "Vector database",
      "description": "Open-source vector database built for large-scale similarity search.",
      "url": "https://github.com/milvus-io/milvus",
      "pricingUrl": "https://github.com/milvus-io/milvus",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Vector search",
        "Large-scale indexing",
        "Self hosting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "vector-search"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams with very large embedding collections.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://github.com/milvus-io/milvus",
          "label": "Official repository",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "mindbody",
      "name": "Mindbody",
      "vendor": "Mindbody",
      "category": "Fitness & wellness",
      "description": "Scheduling and business software for fitness studios and wellness businesses.",
      "url": "https://www.mindbodyonline.com/",
      "pricingUrl": "https://www.mindbodyonline.com/business/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "The FAQ gives an entry plan at $79 a month in North America and Asia, while the page header shows from $99 per location. Payment fees are extra.",
      "startingPrice": 79,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Class scheduling",
        "Memberships",
        "AI receptionist"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "automate-workflows"
      ],
      "sectors": [
        "sports-recreation",
        "personal-repair-services"
      ],
      "bestFor": "Studio and gym owners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.mindbodyonline.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.mindbodyonline.com/business/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "mindbridge",
      "name": "MindBridge",
      "vendor": "MindBridge",
      "category": "Audit analytics",
      "description": "AI financial-risk analytics that scans ledgers for anomalies for audit teams.",
      "url": "https://www.mindbridge.ai/",
      "pricingUrl": "https://www.mindbridge.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ledger risk scoring",
        "Anomaly detection",
        "Audit evidence"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit",
        "risk-compliance"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Auditors and internal audit teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.mindbridge.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "minimax",
      "name": "MiniMax",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Multimodal AI models and apps for text, speech, image and video generation.",
      "url": "https://www.minimax.io/",
      "pricingUrl": "https://www.minimax.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Text models",
        "Speech",
        "Image generation",
        "Video generation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Product Hunt — all launches feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.minimax.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.producthunt.com/products/minimax",
          "label": "Product Hunt — all launches",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mistral-le-chat",
      "name": "Mistral Le Chat",
      "vendor": "Mistral AI",
      "category": "General assistant",
      "description": "European AI assistant with web search, documents and agent features.",
      "url": "https://chat.mistral.ai/",
      "pricingUrl": "https://chat.mistral.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Chat assistant",
        "Document handling",
        "Agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Users looking for a European provider.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://chat.mistral.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "moatlight",
      "name": "Moatlight",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Measure AI search visibility: start reports, read results and the ranked plan.",
      "url": "https://moatlight.com/",
      "pricingUrl": "https://moatlight.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Start reports",
        "Read results",
        "The ranked plan"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.moatlight/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://moatlight.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.moatlight/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mobilebox",
      "name": "Mobilebox",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Hosted Android MCP server: cloud Android phones for AI agents. https://mobilebox.dev/mcp.",
      "url": "https://mobilebox.dev/",
      "pricingUrl": "https://mobilebox.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.mobilebox/mobilebox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mobilebox.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.mobilebox/mobilebox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "moddl",
      "name": "moddl",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Edit IFC/BIM building models by language: quantities, checks, edits, new elements, undoable.",
      "url": "https://moddl.site/",
      "pricingUrl": "https://moddl.site/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Quantities",
        "Checks",
        "Edits",
        "New elements"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (site.moddl/moddl). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://moddl.site/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=site.moddl/moddl",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "modelpeers",
      "name": "Modelpeers",
      "vendor": "Lifehack Labs",
      "category": "AI model tracking",
      "description": "Tracks releases, price changes and retirements for AI models and agents, with a source for each update.",
      "url": "https://modelpeers.com/",
      "pricingUrl": "https://modelpeers.com/about",
      "pricingModel": "Free",
      "pricingSummary": "Free to read. Makers and partners may pay for labeled sponsorships and profile features.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Free to read, with a Monday email in weeks when something you follow changed.",
      "features": [
        "Profiles for AI models and agents",
        "Release, price and retirement updates",
        "Head-to-head comparisons",
        "Weekly email alerts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers who rely on AI models and agents.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official home and about pages read on the review date. The about page says payment does not change sourced facts or rankings; that is the vendor's statement.",
      "sources": [
        {
          "url": "https://modelpeers.com/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://modelpeers.com/about",
          "label": "Official about page",
          "checkedAt": "2026-11-04",
          "supports": "pricing and ownership"
        }
      ],
      "evidenceLevel": "source-reviewed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "modelpiper",
      "name": "ModelPiper",
      "vendor": "ModelPiper",
      "category": "Local models",
      "description": "Mac app running local and cloud models with voice and tools; seen on BetaList.",
      "url": "https://modelpiper.com/",
      "pricingUrl": "https://modelpiper.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $10, Studio $29 and Max $49 a month. Team is $99 a month per deployment.",
      "startingPrice": 10,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "$0 with no account or caps for the basic model runner.",
      "features": [
        "Local models",
        "Voice",
        "Automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Mac users wanting local AI.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://modelpiper.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://modelpiper.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "moderation-api",
      "name": "Moderation API",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Run your Moderation API account: review queues, authors, policies, wordlists and analytics.",
      "url": "https://moderationapi.com/",
      "pricingUrl": "https://moderationapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Review queues",
        "Authors",
        "Policies",
        "Wordlists"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.moderationapi/moderation-api). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://moderationapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.moderationapi/moderation-api",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "moha",
      "name": "Moha",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Hire in the UAE without a local company: guide, quotes and accounts via an Employer of Record.",
      "url": "https://employerofrecord.ae/",
      "pricingUrl": "https://employerofrecord.ae/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Guide",
        "Quotes",
        "Accounts via an Employer of Record"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ae.employerofrecord/moha). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://employerofrecord.ae/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ae.employerofrecord/moha",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mokxi",
      "name": "Mokxi",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Build, check and open Arduino, ESP32 and Pico circuits with code in the Mokxi simulator.",
      "url": "https://mokxi.com/",
      "pricingUrl": "https://mokxi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, check and open Arduino, ESP32 and Pico circuits with code in",
        "Engineering design"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mokxi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mokxi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mokxi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "momentic",
      "name": "Momentic",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Bug bash apps and PRs with Mo, review findings, and list Momentic test runs and quarantines.",
      "url": "https://momentic.ai/",
      "pricingUrl": "https://momentic.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bug bash apps",
        "PRs with Mo",
        "Review findings",
        "And list Momentic test runs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.momentic/momentic). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://momentic.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.momentic/momentic",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "monday-ai",
      "name": "monday AI",
      "vendor": "monday.com",
      "category": "Work management",
      "description": "AI assistant, agents, and app building within monday.com for managing work, business processes, and team projects.",
      "url": "https://monday.com/w/sidekick",
      "pricingUrl": "https://monday.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Basic lists USD 9 per seat/month billed annually. AI uses credit packages; the displayed package, team size, and promotions affect the total.",
      "startingPrice": 9,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Free work-management plan supports two seats; the reviewed price table places AI features from Basic.",
      "features": [
        "Context-aware assistant",
        "AI agents",
        "No-code app building",
        "AI workflows"
      ],
      "integrations": [],
      "platforms": [
        "Web",
        "iOS",
        "Android"
      ],
      "tasks": [
        "manage-projects",
        "automate-workflows",
        "write-and-edit"
      ],
      "bestFor": "Operations teams and managers using monday.com boards and workflows.",
      "limitations": [
        "Seat charges and AI credits both affect cost.",
        "Feature access and credit allowances depend on plan."
      ],
      "verificationNotes": "Official Sidekick and pricing pages reviewed. The former /ai URL returned 404; current product URL used. Do not treat the base seat rate as an all-in AI quote.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://monday.com/w/sidekick",
          "label": "monday AI official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://monday.com/pricing",
          "label": "monday AI official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "moneypeel-reports",
      "name": "MoneyPeel reports",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Revenue intelligence and growth research for SaaS and AI products.",
      "url": "https://moneypeel.com/",
      "pricingUrl": "https://moneypeel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Revenue intelligence",
        "Growth research for SaaS",
        "AI products"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.moneypeel/reports). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://moneypeel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.moneypeel/reports",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mongodb-atlas",
      "name": "MongoDB Atlas",
      "vendor": "MongoDB",
      "category": "Managed database",
      "description": "Managed document database with built-in vector search.",
      "url": "https://www.mongodb.com/products/platform/atlas-database",
      "pricingUrl": "https://www.mongodb.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Flex is $0.011 an hour, up to $30 a month. Dedicated is from $0.08 an hour, or from $56.94 a month.",
      "startingPrice": 0.011,
      "currency": "USD",
      "billing": "hourly",
      "freePlan": "Free forever with 512 MB of storage.",
      "features": [
        "Document database",
        "Vector search",
        "Performance advisor"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-administration",
        "database-sql"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "retail-ecommerce"
      ],
      "bestFor": "Teams using MongoDB.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.mongodb.com/products/platform/atlas-database",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.mongodb.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "monity-ai",
      "name": "monity.ai",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Let your AI watch web pages, alert you to changes, and show what any page said on any past date.",
      "url": "https://monity.ai/",
      "pricingUrl": "https://monity.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Let your AI watch web pages",
        "Alert you to changes",
        "And show what any page said on any past date"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.monity/monity). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://monity.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.monity/monity",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "monte-carlo",
      "name": "Monte Carlo",
      "vendor": "Monte Carlo",
      "category": "Data observability",
      "description": "Detects and helps resolve data quality incidents across pipelines.",
      "url": "https://montecarlo.ai/",
      "pricingUrl": "https://montecarlo.ai/request-for-pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Anomaly detection",
        "Lineage",
        "Incident tracking"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "retail-ecommerce"
      ],
      "bestFor": "Teams whose dashboards depend on reliable data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://montecarlo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://montecarlo.ai/request-for-pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "montik",
      "name": "Montik",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Edit short ads and social videos live in a browser editor, alongside your AI agent.",
      "url": "https://montik.app/",
      "pricingUrl": "https://montik.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Edit short ads",
        "Social videos live in a browser editor",
        "Alongside your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.montik/editor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://montik.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.montik/editor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "monton",
      "name": "Monton",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Write and revise cloud docs with Claude, ChatGPT and your team. Review and comment from your phone.",
      "url": "https://monton.dev/",
      "pricingUrl": "https://monton.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write and revise cloud docs with Claude, ChatGPT and your team",
        "Writing & publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.monton/monton). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://monton.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.monton/monton",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "moon-bundles",
      "name": "Moon Bundles",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Create, edit and A/B test Shopify bundles, cart drawer and post-purchase upsells.",
      "url": "https://moonappz.com/",
      "pricingUrl": "https://moonappz.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit and A/B test Shopify bundles, cart drawer",
        "E-commerce operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.moonappz/moon-bundles). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://moonappz.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.moonappz/moon-bundles",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "more-ai",
      "name": "More AI",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Fortnox MCP servers for ChatGPT, Claude, Grok or Gemini: ask about your books for one company or several, and approve every change.",
      "url": "https://accounting.amore.cloud/",
      "pricingUrl": "https://accounting.amore.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask ChatGPT",
        "Claude",
        "Grok or Gemini about your books"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.amore.accounting/fortnox and cloud.amore.byra/fortnox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://accounting.amore.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.amore.accounting/fortnox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.amore.byra/fortnox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "morphing",
      "name": "Morphing",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Build and publish apps on your Morphing account from an AI chat or coding agent.",
      "url": "https://morphing.app/",
      "pricingUrl": "https://morphing.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and publish apps on your Morphing account from an AI chat",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.morphing/build). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://morphing.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.morphing/build",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mothership",
      "name": "Mothership",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Mothership LTL, FTL & Local Freight: get quotes and track shipments.",
      "url": "https://www.mothership.com/",
      "pricingUrl": "https://www.mothership.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Get quotes",
        "Track shipments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.mothership/mothership). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.mothership.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.mothership/mothership",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "motiblog",
      "name": "MotiBlog",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Agent-first SEO research and publishing: competitors, SERPs, internal links, and Search Console.",
      "url": "https://motiblog.ai/",
      "pricingUrl": "https://motiblog.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Competitors",
        "SERPs",
        "Internal links",
        "And Search Console"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.motiblog/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://motiblog.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.motiblog/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "moveat",
      "name": "Moveat",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Coaching app for fitness coaches: read client check-ins and diets, write drafts the coach sends.",
      "url": "https://wemoveat.app/",
      "pricingUrl": "https://wemoveat.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read client check-ins",
        "Diets",
        "Write drafts the coach sends"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "sports-recreation"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.wemoveat/moveat). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wemoveat.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.wemoveat/moveat",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mowteng",
      "name": "mowteng",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Google Search Console, Bing, Yandex and IndexNow for AI assistants, with live SEO analyses.",
      "url": "https://mowteng.app/",
      "pricingUrl": "https://mowteng.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google Search Console",
        "Bing",
        "Yandex",
        "IndexNow for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.mowteng/mowteng). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mowteng.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.mowteng/mowteng",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "multi-calendar",
      "name": "Multi Calendar",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Outlook.com, Microsoft 365, Google, iCloud, CalDAV: time, events, invites, bookings, polls.",
      "url": "https://lumman.co/",
      "pricingUrl": "https://lumman.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Time",
        "Events",
        "Invites",
        "Bookings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.lumman/calendar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lumman.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.lumman/calendar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "munispot-municipal-data",
      "name": "MuniSpot Municipal Data",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Financial data, fiscal health scores, and economic indicators for 20,000+ U.S. municipalities.",
      "url": "https://www.munispot.com/",
      "pricingUrl": "https://www.munispot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Financial data",
        "Fiscal health scores",
        "And economic indicators for 20,000+ U.S"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.munispot/municipal-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.munispot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.munispot/municipal-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "my-cahut",
      "name": "My Cahut",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Publish the documents, decks and dashboards your AI makes to my.cahut.cloud, and share them by link.",
      "url": "https://cahut.cloud/",
      "pricingUrl": "https://cahut.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish the documents",
        "Decks",
        "Dashboards your AI makes to my.cahut.cloud",
        "And share them by link"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.cahut/my-cahut). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://cahut.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.cahut/my-cahut",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "my-ip-help",
      "name": "My IP Help",
      "vendor": "Not verified",
      "category": "Security",
      "description": "IP geolocation, ASN and a 0-100 risk score (VPN, proxy, Tor, datacenter) for any IP address.",
      "url": "https://www.myiphelp.com/",
      "pricingUrl": "https://www.myiphelp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "IP geolocation",
        "ASN"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.myiphelp/myiphelp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.myiphelp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.myiphelp/myiphelp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "myaiaccountant",
      "name": "MyAIAccountant",
      "vendor": "Not verified",
      "category": "Tax & accounting",
      "description": "Import transactions, auto-categorise, draft Schedule C / 1120-S / 4562 / 8825, and manage up to 15 e.",
      "url": "https://myaiaccountant.xyz/",
      "pricingUrl": "https://myaiaccountant.xyz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Import transactions",
        "Auto-categorise",
        "Draft Schedule C / 1120-S / 4562 / 8825",
        "And manage up to 15 e"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit",
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Tax and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (xyz.myaiaccountant/myaiaccountant). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://myaiaccountant.xyz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=xyz.myaiaccountant/myaiaccountant",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "myaiceo",
      "name": "MyAICEO",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "AI business operating system: bookkeeping, invoices, content, marketing, ecommerce, and legal all.",
      "url": "https://myaiceo.org/",
      "pricingUrl": "https://myaiceo.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bookkeeping",
        "Invoices",
        "Content",
        "Marketing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.myaiceo/myaiceo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://myaiceo.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.myaiceo/myaiceo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mydesigns",
      "name": "MyDesigns",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Create print-on-demand products, publish them to your MyDesigns store, and track sales.",
      "url": "https://mydesigns.io/",
      "pricingUrl": "https://mydesigns.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create print-on-demand products",
        "Publish them to your MyDesigns store",
        "And track sales"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.mydesigns/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mydesigns.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.mydesigns/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "myecommerceai",
      "name": "MyEcommerceAI",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Optimize listings, write descriptions, answer reviews and build PPC campaigns. Seller fro.",
      "url": "https://myecommerceai.com/",
      "pricingUrl": "https://myecommerceai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Optimize listings",
        "Write descriptions",
        "Answer reviews",
        "Build PPC campaigns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.myecommerceai/myecommerceai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://myecommerceai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.myecommerceai/myecommerceai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "myeline",
      "name": "myeline",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Plug-and-play memory for any AI: approved facts, human review, audit trail.",
      "url": "https://myeline.si/",
      "pricingUrl": "https://myeline.si/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Approved facts",
        "Human review",
        "Audit trail"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (si.myeline/myeline). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://myeline.si/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=si.myeline/myeline",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mykifrs",
      "name": "MyKIFRS",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Full-text search over K-IFRS/K-GAAP standards, Q&A and KASB/KICPA material for Korean accountants.",
      "url": "https://eocpa.kr/",
      "pricingUrl": "https://eocpa.kr/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Full-text search over K-IFRS/K-GAAP standards",
        "Q&A",
        "KASB/KICPA material for Korean accountants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (kr.eocpa/mykifrs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://eocpa.kr/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=kr.eocpa/mykifrs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "mysdr",
      "name": "mySDR",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "GTM execution layer for AI agents: buyer signals, enrichment and approved LinkedIn outreach over MCP.",
      "url": "https://mysdr.app/",
      "pricingUrl": "https://mysdr.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Buyer signals",
        "Enrichment",
        "Approved LinkedIn outreach over MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.mysdr/assistant). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mysdr.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.mysdr/assistant",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mytender",
      "name": "MyTender",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Kazakhstan public tenders: search open lots, lot details, customers and past contract prices.",
      "url": "https://mytender.kz/",
      "pricingUrl": "https://mytender.kz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search open lots",
        "Lot details",
        "Customers",
        "Past contract prices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (kz.mytender/tenders). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mytender.kz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=kz.mytender/tenders",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "mythex",
      "name": "mythex",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Build and publish web, Android and iPhone apps from your AI client, in Arabic, English and 60+ more.",
      "url": "https://mythex.ai/",
      "pricingUrl": "https://mythex.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and publish web, Android and iPhone apps from your AI client, in",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.mythex/mythex). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mythex.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.mythex/mythex",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "n8n",
      "name": "n8n",
      "vendor": "n8n",
      "category": "Workflow automation",
      "description": "Build visual automations and AI agents with API connections and code steps.",
      "url": "https://n8n.io/",
      "pricingUrl": "https://n8n.io/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Cloud Starter is EUR 20/month billed annually, including 2,500 executions. A self-hosted Community edition is available.",
      "startingPrice": 20,
      "currency": "EUR",
      "billing": "annual",
      "freePlan": "Self-hosted Community edition; hosting and model-provider costs can still apply.",
      "features": [
        "Visual workflows",
        "AI agents",
        "API and webhook connections",
        "Human approval steps"
      ],
      "integrations": [],
      "platforms": [
        "Web",
        "Self-hosted"
      ],
      "tasks": [
        "automate-workflows",
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Technical teams connecting internal systems and AI workflows.",
      "limitations": [
        "Cloud plans meter executions.",
        "Self-hosting requires operations and security maintenance."
      ],
      "dataConsiderations": "Review the plan-specific retention, training, access, and deletion terms before sharing sensitive data.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://n8n.io/pricing/",
          "label": "Official plans and product capabilities",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://n8n.io/ai-agents/",
          "label": "Official AI agent capabilities",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        }
      ],
      "verificationNotes": "Vendor-published capabilities reviewed; fit is editorial, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "nabla",
      "name": "Nabla",
      "vendor": "Nabla",
      "category": "Clinical documentation",
      "description": "Ambient AI assistant that generates clinical notes from patient encounters.",
      "url": "https://www.nabla.com/",
      "pricingUrl": "https://www.nabla.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ambient note generation",
        "Multi-language encounters",
        "EHR integration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-documentation"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Outpatient clinicians and health systems.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.nabla.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "nameclick",
      "name": "Nameclick",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Email finder and enrichment: LinkedIn, GitHub, or a person's name on any page, X and YouTube too.",
      "url": "https://sourcey.com/",
      "pricingUrl": "https://sourcey.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "LinkedIn",
        "GitHub",
        "A person's name on any page",
        "YouTube too"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.nameclick/nameclick). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sourcey.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.nameclick/nameclick",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "narwhal",
      "name": "Narwhal",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "One API and MCP server for financial and economic data: markets, economics, companies and more.",
      "url": "https://narwhalapi.com/",
      "pricingUrl": "https://narwhalapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Markets",
        "Economics",
        "Companies",
        "More"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.narwhalapi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://narwhalapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.narwhalapi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nas-com",
      "name": "Nas.com",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Official hosted MCP server for Nas.com, the AI marketing platform for SMBs.",
      "url": "https://nas.com/",
      "pricingUrl": "https://nas.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Official hosted MCP server for Nas.com",
        "The AI marketing platform for SMBs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nas/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nas.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nas/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "naulon",
      "name": "naulon",
      "vendor": "Not verified",
      "category": "Academic writing",
      "description": "Check citations and retractions by DOI.",
      "url": "https://naulon.app/",
      "pricingUrl": "https://naulon.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check citations",
        "Retractions by DOI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "academic-writing",
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers writing papers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.naulon/naulon). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://naulon.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.naulon/naulon",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "nc-general-statutes",
      "name": "NC General Statutes",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "NC statutes, session laws, Constitution, court rules and agency rules: search, read, see changes.",
      "url": "https://ncstatutes.com/",
      "pricingUrl": "https://ncstatutes.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Read",
        "See changes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ncstatutes/ncgs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ncstatutes.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ncstatutes/ncgs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ndaa-ai-fy2027-tracker",
      "name": "NDAA.AI FY2027 Tracker",
      "vendor": "Not verified",
      "category": "Regulatory intelligence",
      "description": "Public FY2027 NDAA tracker: bill status, section text, House vs Senate diffs, and news from ndaa.ai.",
      "url": "https://ndaa.ai/",
      "pricingUrl": "https://ndaa.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bill status",
        "Section text",
        "House vs Senate diffs",
        "And news from ndaa.ai"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs"
      ],
      "sectors": [
        "aerospace-defence"
      ],
      "bestFor": "Regulatory and policy teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ndaa/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ndaa.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ndaa/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ndbase",
      "name": "NDBase",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Search and read current Kazakhstan legislation: 7,400+ acts, exact article text, citations.",
      "url": "https://ndbase.kz/",
      "pricingUrl": "https://ndbase.kz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "7,400+ acts",
        "Exact article text",
        "Citations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (kz.ndbase/npa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ndbase.kz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=kz.ndbase/npa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "neatlisting",
      "name": "NeatListing",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage Google Business Profiles (Google My Business): hours, posts, photos, reviews and insights.",
      "url": "https://neatlisting.com/",
      "pricingUrl": "https://neatlisting.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hours",
        "Posts",
        "Photos",
        "Reviews"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.neatlisting/neatlisting). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://neatlisting.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.neatlisting/neatlisting",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "needle",
      "name": "Needle",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find perfect leads and run outreach campaigns on Linkedin, email, Instagram and more.",
      "url": "https://needle.app/",
      "pricingUrl": "https://needle.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find perfect leads",
        "Run outreach campaigns on Linkedin",
        "Email",
        "Instagram"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.needle/needle). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://needle.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.needle/needle",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "neon",
      "name": "Neon",
      "vendor": "Neon",
      "category": "Managed database",
      "description": "Serverless, branchable Postgres for applications and AI agents.",
      "url": "https://neon.com/",
      "pricingUrl": "https://neon.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Launch and Scale are usage based, with typical spend of $15 and $701 a month.",
      "startingPrice": null,
      "currency": null,
      "billing": "usage-based",
      "freePlan": "$0 with no card for 100 projects, within usage limits.",
      "features": [
        "Serverless Postgres",
        "Database branching",
        "Built for agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers wanting disposable database branches.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://neon.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://neon.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "nestdaddy",
      "name": "NestDaddy",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Live web search, news from 45+ countries, full article text and research papers for AI agents.",
      "url": "https://nestdaddy.com/",
      "pricingUrl": "https://nestdaddy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live web search",
        "News from 45+ countries",
        "Full article text",
        "Research papers for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nestdaddy/nestdaddy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nestdaddy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nestdaddy/nestdaddy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nestr",
      "name": "Nestr",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Connect AI to Nestr for Holacracy, Sociocracy, and self-organizing teams.",
      "url": "https://nestr.io/",
      "pricingUrl": "https://nestr.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect AI to Nestr for Holacracy",
        "Sociocracy",
        "And self-organizing teams"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.nestr/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nestr.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.nestr/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "netdocuments",
      "name": "NetDocuments",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Cloud document and email management for law firms and legal departments, with AI features and Microsoft 365 integration.",
      "url": "https://www.netdocuments.com/",
      "pricingUrl": "https://www.netdocuments.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Document management",
        "Email management",
        "Microsoft 365 integration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge",
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams sharing knowledge with AI tools.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the LawSites feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.netdocuments.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.lawnext.com/2026/11/netdocuments-cpo-dan-hauck-on-the-companys-redesigned-platform-the-legal-context-graph-and-building-an-agentic-dms.html",
          "label": "LawSites",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "netpilot",
      "name": "NetPilot",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "AI network lab: build and validate real multi-vendor router and switch labs from a prompt.",
      "url": "https://www.netpilot.io/",
      "pricingUrl": "https://www.netpilot.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build",
        "Validate real multi-vendor router",
        "Switch labs from a prompt"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.netpilot/netpilot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.netpilot.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.netpilot/netpilot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "netsuite",
      "name": "NetSuite",
      "vendor": "Oracle",
      "category": "Business ERP",
      "description": "Cloud ERP for finance, inventory and wholesale distribution.",
      "url": "https://www.netsuite.com/",
      "pricingUrl": "https://www.netsuite.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cloud ERP",
        "Wholesale distribution",
        "Demand planning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution",
        "manufacturing"
      ],
      "bestFor": "Mid-sized and large distributors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Our automated check could not confirm the site (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.netsuite.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check could not confirm it"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "neural-analog",
      "name": "Neural Analog",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Import, restore, master, split, transcribe, and download audio with Neural Analog.",
      "url": "https://neuralanalog.com/",
      "pricingUrl": "https://neuralanalog.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Import, restore, master, split, transcribe, and download audio",
        "Video & audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.neuralanalog/neural-analog). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://neuralanalog.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.neuralanalog/neural-analog",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "neural-concept",
      "name": "Neural Concept",
      "vendor": "Neural Concept",
      "category": "Engineering simulation",
      "description": "Engineering AI that predicts 3D simulation results to accelerate product design.",
      "url": "https://www.neuralconcept.com/",
      "pricingUrl": "https://www.neuralconcept.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Geometric deep learning",
        "Design optimisation",
        "CAE integration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "automotive-mobility",
        "aerospace-defence",
        "manufacturing"
      ],
      "bestFor": "Automotive and aerospace design teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.neuralconcept.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "neuralverge",
      "name": "NeuralVerge",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Structured, cited, real-world data from 300+ sources and the open web for your AI agents.",
      "url": "https://neuralverge.ai/",
      "pricingUrl": "https://neuralverge.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Structured, cited, real-world data from 300+ sources and the open web",
        "Research & search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.neuralverge/neuralverge). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://neuralverge.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.neuralverge/neuralverge",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "neuroencoder-eeg-embeddings",
      "name": "Neuroencoder EEG embeddings",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Hosted EEG embeddings API: any montage and sampling rate, EDF/BDF/FIF/NPY, 768-d vector per window.",
      "url": "https://neuroencoder.com/",
      "pricingUrl": "https://neuroencoder.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Any montage",
        "Sampling rate",
        "EDF/BDF/FIF/NPY",
        "768-d vector per window"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "medical-devices-diagnostics"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.neuroencoder/eeg-embeddings). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://neuroencoder.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.neuroencoder/eeg-embeddings",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "newlyraised",
      "name": "newlyraised",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "New SEC Form D raises and USD 1M+ SBA loans in six US metros, linked to government records.",
      "url": "https://newlyraised.com/",
      "pricingUrl": "https://newlyraised.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "New SEC Form D raises",
        "USD 1M+ SBA loans in six US metros",
        "Linked to government records"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.newlyraised/newlyraised). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://newlyraised.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.newlyraised/newlyraised",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "newsletterfit",
      "name": "NewsletterFIT",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search 89,000+ Substack and beehiiv newsletters, their sponsors, topics and mentioned companies.",
      "url": "https://newsletterfit.com/",
      "pricingUrl": "https://newsletterfit.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 89,000+ Substack",
        "Beehiiv newsletters",
        "Their sponsors",
        "Topics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.newsletterfit/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://newsletterfit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.newsletterfit/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "newsmind",
      "name": "Newsmind",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Read, search and track your RSS feeds: semantic search, story clustering, watches, OPML import.",
      "url": "https://newsmind.app/",
      "pricingUrl": "https://newsmind.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Semantic search",
        "Story clustering",
        "Watches",
        "OPML import"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.newsmind/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://newsmind.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.newsmind/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nexa-for-real-estate-pros",
      "name": "Nexa for Real Estate Pros",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Work platform for real estate agents in Israel: CRM, deals, listings, market data and documents.",
      "url": "https://nexa.co.il/",
      "pricingUrl": "https://nexa.co.il/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CRM",
        "Deals",
        "Listings",
        "Market data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (il.co.nexa/nexa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nexa.co.il/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=il.co.nexa/nexa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nexatron",
      "name": "Nexatron",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Ask business questions across your enterprise data in plain English, with Nexatron.",
      "url": "https://nexatron.io/",
      "pricingUrl": "https://nexatron.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data analysis",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.nexatron/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nexatron.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.nexatron/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nexavoxa",
      "name": "NexaVoxa",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "AI voice agents that phone people: place a call, read the transcript, manage agents and numbers.",
      "url": "https://nexavoxa.com/",
      "pricingUrl": "https://nexavoxa.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Place a call",
        "Read the transcript",
        "Manage agents",
        "Numbers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nexavoxa/nexavoxa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nexavoxa.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nexavoxa/nexavoxa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nextflow",
      "name": "Nextflow",
      "vendor": "Seqera",
      "category": "Bioinformatics workflows",
      "description": "Open-source workflow language for scalable, reproducible scientific pipelines.",
      "url": "https://www.nextflow.io/",
      "pricingUrl": "https://www.nextflow.io/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Portable pipelines",
        "Cloud and HPC execution",
        "nf-core community"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "bioinformatics",
        "statistics-modelling"
      ],
      "sectors": [
        "pharma-biotech",
        "science-research"
      ],
      "bestFor": "Bioinformaticians operating production pipelines.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.nextflow.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "nextify",
      "name": "Nextify",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Cloud VMs, Secure VMs and GPU VMs: live plans and prices, plan advice, docs, and your servers.",
      "url": "https://www.nextifynow.com/",
      "pricingUrl": "https://www.nextifynow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live plans",
        "Prices",
        "Plan advice",
        "Docs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nextifynow/nextify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.nextifynow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nextifynow/nextify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nextmail",
      "name": "Nextmail",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "AI-native email for businesses, developers, and AI agents.",
      "url": "https://nextmail.sh/",
      "pricingUrl": "https://nextmail.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI-native email for businesses",
        "Developers",
        "And AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.nextmail/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nextmail.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.nextmail/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nextool-mcp-for-glpi",
      "name": "NexTool MCP for GLPI",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "MCP server for GLPI: tickets, ITIL, assets, knowledge base. GLPI 10/11. Not affiliated with Teclib'.",
      "url": "https://nextoolsolutions.com/",
      "pricingUrl": "https://nextoolsolutions.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tickets",
        "ITIL",
        "Assets",
        "Knowledge base"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nextoolsolutions/glpi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nextoolsolutions.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nextoolsolutions/glpi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nextora",
      "name": "Nextora",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "CRM, projects, ERP, shared inbox, automation and analytics in one business workspace.",
      "url": "https://nextora.co/",
      "pricingUrl": "https://nextora.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CRM, projects, ERP, shared inbox, automation and analytics in one",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.nextora/nextora). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nextora.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.nextora/nextora",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nexusbro",
      "name": "NexusBro",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Website and SEO audit: health score, top issues, a fix prompt for coding agents, full report.",
      "url": "https://nexusbro.com/",
      "pricingUrl": "https://nexusbro.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Health score",
        "Top issues",
        "A fix prompt for coding agents",
        "Full report"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nexusbro/website-audit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nexusbro.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nexusbro/website-audit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nexwin-ai",
      "name": "Nexwin AI",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Check bookings, review calls and chats, and manage appointments in your Nexwin AI receptionist.",
      "url": "https://nexwin.com.au/",
      "pricingUrl": "https://nexwin.com.au/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check bookings",
        "Review calls",
        "Chats"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (au.com.nexwin/nexwin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nexwin.com.au/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=au.com.nexwin/nexwin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ngrok",
      "name": "ngrok",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Manage ngrok from your agent: endpoints, domains, and traffic policy.",
      "url": "https://ngrok.com/",
      "pricingUrl": "https://ngrok.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Endpoints",
        "Domains",
        "And traffic policy"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ngrok/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ngrok.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ngrok/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nielseniq",
      "name": "NielsenIQ",
      "vendor": "NielsenIQ",
      "category": "Consumer goods data",
      "description": "Retail measurement and consumer data with AI analytics for consumer goods companies.",
      "url": "https://nielseniq.com/global/en/",
      "pricingUrl": "https://nielseniq.com/global/en/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Retail measurement",
        "Consumer panels",
        "AI insights"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "market-investment-research"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "retail-ecommerce"
      ],
      "bestFor": "Brand and category teams tracking market share.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://nielseniq.com/global/en/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "nimble-crm",
      "name": "Nimble CRM",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Connect AI assistants to Nimble CRM to access and work with customer relationship data.",
      "url": "https://app.nimble.com/",
      "pricingUrl": "https://app.nimble.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect AI assistants to Nimble CRM to access",
        "Work with customer relationship data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nimble.app/nimble-crm). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://app.nimble.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nimble.app/nimble-crm",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nimbli",
      "name": "Nimbli",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Short links and QR codes you can change after printing: make, edit and count their clicks.",
      "url": "https://nimbli.app/",
      "pricingUrl": "https://nimbli.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Make",
        "Edit",
        "Count their clicks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.nimbli/nimbli). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nimbli.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.nimbli/nimbli",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nixtla-timegpt",
      "name": "Nixtla TimeGPT",
      "vendor": "Nixtla",
      "category": "Forecasting",
      "description": "Foundation model and open-source libraries for time-series forecasting.",
      "url": "https://www.nixtla.io/",
      "pricingUrl": "https://www.nixtla.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Time-series model",
        "Anomaly detection",
        "Open-source libraries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "statistics-modelling"
      ],
      "sectors": [
        "economics-policy",
        "retail-ecommerce",
        "energy-utilities"
      ],
      "bestFor": "Forecasting teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.nixtla.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "noan",
      "name": "NOAN",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "The fact infrastructure for agentic companies. Verified, versioned business facts over MCP.",
      "url": "https://www.getnoan.com/",
      "pricingUrl": "https://www.getnoan.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Knowledge & memory",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getnoan/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.getnoan.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getnoan/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nobgp",
      "name": "noBGP",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Private networking for AI agents: networks, nodes, commands, files, services via hosted MCP.",
      "url": "https://www.nobgp.com/",
      "pricingUrl": "https://www.nobgp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Networks",
        "Nodes",
        "Commands",
        "Files"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nobgp/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.nobgp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nobgp/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nolavi-connect",
      "name": "Nolavi Connect",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Your Google, Meta, Microsoft, TikTok and LinkedIn ads in your AI. Changes wait for your OK.",
      "url": "https://connect.nolavi.ai/",
      "pricingUrl": "https://connect.nolavi.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your Google",
        "Meta",
        "Microsoft",
        "TikTok"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.nolavi/connect). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://connect.nolavi.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.nolavi/connect",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nopaque-totalpath",
      "name": "Nopaque TotalPath",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Map, test and load-test IVRs and AI voice agents over real phone calls with TotalPath.",
      "url": "https://www.nopaque.co.uk/",
      "pricingUrl": "https://www.nopaque.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Map, test and load-test IVRs and AI voice agents over real phone calls",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.nopaque/totalpath). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.nopaque.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.nopaque/totalpath",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nori",
      "name": "Nori",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Nori ERP: sales, purchasing, inventory, production, accounting, payments, CRM and CFDI.",
      "url": "https://nori.software/",
      "pricingUrl": "https://nori.software/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales",
        "Purchasing",
        "Inventory",
        "Production"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "plan-supply-chain"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (software.nori/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nori.software/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=software.nori/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "norman-finance",
      "name": "Norman Finance",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Bookkeeping, invoices and tax workflows for European businesses, including Polish KPiR and JPK.",
      "url": "https://norman.finance/",
      "pricingUrl": "https://norman.finance/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bookkeeping, invoices and tax workflows for European businesses",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (finance.norman/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://norman.finance/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=finance.norman/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "normapi",
      "name": "NormAPI",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Validate, generate and read German e-invoices (XRechnung, ZUGFeRD) against the official KoSIT rules.",
      "url": "https://normapi.com/",
      "pricingUrl": "https://normapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Validate, generate and read German e-invoices (XRechnung, ZUGFeRD)",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.normapi/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://normapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.normapi/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "north-metric",
      "name": "North Metric",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "See which paying customers are likely to churn, act on them from the Queue, and read the Ledger.",
      "url": "https://northmetric.io/",
      "pricingUrl": "https://northmetric.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See which paying customers are likely to churn",
        "Act on them from the Queue",
        "And read the Ledger"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.northmetric/north-metric). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://northmetric.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.northmetric/north-metric",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "notco-giuseppe",
      "name": "NotCo Giuseppe",
      "vendor": "NotCo",
      "category": "Food formulation",
      "description": "AI food formulation platform used to develop plant-based products.",
      "url": "https://notco.com/",
      "pricingUrl": "https://notco.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Recipe formulation",
        "Flavour matching",
        "Product development"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "chemistry-materials"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "food-beverage-production"
      ],
      "bestFor": "Food R&D teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://notco.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "notecardhq",
      "name": "notecardHQ",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Send real handwritten cards from an agent: a robot writes each with a real pen, then it is mailed.",
      "url": "https://notecardhq.com/",
      "pricingUrl": "https://notecardhq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "A robot writes each with a real pen",
        "Then it is mailed"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.notecardhq/notecardhq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://notecardhq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.notecardhq/notecardhq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "notifly",
      "name": "Notifly",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Notification workflows, subscribers, topics and delivery activity; trigger a workflow with consent.",
      "url": "https://notifly.io/",
      "pricingUrl": "https://notifly.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Notification workflows",
        "Subscribers",
        "Topics",
        "Delivery activity"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.notifly/notifly). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://notifly.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.notifly/notifly",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "notion-ai",
      "name": "Notion AI",
      "vendor": "Notion",
      "category": "Knowledge and productivity",
      "description": "An AI workspace for finding company knowledge, drafting documents, capturing meeting notes, and carrying out tasks using connected information.",
      "url": "https://www.notion.com/product/ai",
      "pricingUrl": "https://www.notion.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Business includes AI at $20 per member/month with annual billing. Free and Plus provide an AI trial.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Notion Free includes a trial of AI, rather than unrestricted ongoing AI use.",
      "features": [
        "Document drafting",
        "AI meeting notes",
        "Connected knowledge search",
        "Database organization",
        "Agents for multi-step tasks"
      ],
      "integrations": [
        "Slack",
        "GitHub",
        "Google Drive",
        "Asana"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "write-and-edit",
        "summarize-meetings",
        "find-team-knowledge",
        "manage-projects",
        "automate-workflows"
      ],
      "bestFor": "Teams keeping documents, project information, and meeting knowledge in Notion.",
      "limitations": [
        "Ongoing AI access requires an eligible paid plan.",
        "Connected search depends on available integrations and access permissions."
      ],
      "verificationNotes": "Product and pricing pages opened. Annual Business billing confirmed on Notion's startup FAQ.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.notion.com/product/ai",
          "label": "Notion AI official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.notion.com/pricing",
          "label": "Notion AI official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.notion.com/startups",
          "label": "Business annual billing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "notolens",
      "name": "notolens",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Brand protection: watch domains, trademarks, apps and search ads for impersonators, triage matches.",
      "url": "https://notolens.com/",
      "pricingUrl": "https://notolens.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Watch domains",
        "Trademarks",
        "Apps",
        "Search ads for impersonators"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity",
        "risk-compliance"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.notolens/notolens). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://notolens.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.notolens/notolens",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ntop",
      "name": "nTop",
      "vendor": "nTop",
      "category": "Engineering design",
      "description": "Computational design software for lattices and complex engineered parts.",
      "url": "https://www.ntop.com/",
      "pricingUrl": "https://www.ntop.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Implicit modelling",
        "Design automation",
        "Additive manufacturing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing",
        "aerospace-defence",
        "medical-devices-diagnostics"
      ],
      "bestFor": "Advanced manufacturing engineers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.ntop.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "nu-legal-deutsches-recht",
      "name": "nu:legal Deutsches Recht",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "German federal and Land statutes plus court decisions for agents. Keyless, read-only.",
      "url": "https://recht.nulegal.eu/",
      "pricingUrl": "https://recht.nulegal.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "German federal",
        "Land statutes plus court decisions for agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.nulegal/recht). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://recht.nulegal.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.nulegal/recht",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "numerai",
      "name": "Numerai",
      "vendor": "Numerai",
      "category": "Quantitative finance",
      "description": "Crowdsourced hedge fund where data scientists submit machine-learning predictions.",
      "url": "https://numer.ai/",
      "pricingUrl": "https://numer.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tournament data",
        "Prediction staking",
        "Open community"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "statistics-modelling"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Data scientists exploring quant finance.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://numer.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "numeric",
      "name": "Numeric",
      "vendor": "Numeric",
      "category": "Financial close",
      "description": "AI-assisted close management and flux analysis for accounting teams.",
      "url": "https://www.numeric.io/",
      "pricingUrl": "https://www.numeric.io/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Close management",
        "Flux explanations",
        "Reconciliations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Controllers and accounting managers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.numeric.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "nunify",
      "name": "Nunify",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Enables AI assistants to retrieve event data and execute event management operations in Nunify.",
      "url": "https://www.nunify.com/",
      "pricingUrl": "https://www.nunify.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Enables AI assistants to retrieve event data",
        "Execute event management operations in Nunify"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.nunify/nunify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.nunify.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.nunify/nunify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nutcracker",
      "name": "Nutcracker",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Creative work for brand teams: strategy, copy, ideas, research, decks, key visuals and video ads.",
      "url": "https://heynutcracker.com/",
      "pricingUrl": "https://heynutcracker.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Strategy",
        "Copy",
        "Ideas",
        "Research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.heynutcracker/nutcracker). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://heynutcracker.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.heynutcracker/nutcracker",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nutrimeniu",
      "name": "Nutrimeniu",
      "vendor": "Not verified",
      "category": "Restaurant operations",
      "description": "Calories and nutrition tables (EU 1169/2011) for recipes, restaurant menus and labels, per portion.",
      "url": "https://nutrimeniu.ro/",
      "pricingUrl": "https://nutrimeniu.ro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Calories and nutrition tables (EU 1169/2011) for recipes, restaurant",
        "Restaurant operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ro.nutrimeniu/nutrition-calculator). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://nutrimeniu.ro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ro.nutrimeniu/nutrition-calculator",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "nvivo",
      "name": "NVivo",
      "vendor": "Lumivero",
      "category": "Qualitative analysis",
      "description": "Qualitative data analysis software with AI-assisted coding and summaries.",
      "url": "https://lumivero.com/products/nvivo/",
      "pricingUrl": "https://lumivero.com/products/nvivo/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Qualitative coding",
        "Mixed methods",
        "Transcription"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "universities-academic-research",
        "social-sciences-humanities"
      ],
      "bestFor": "Social scientists analysing interviews.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://lumivero.com/products/nvivo/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "o9-solutions",
      "name": "o9 Solutions",
      "vendor": "o9 Solutions",
      "category": "Supply chain planning",
      "description": "Connect demand, supply, inventory, and business planning with shared data, optimization, and scenario analysis.",
      "url": "https://o9solutions.com/solutions/supply-chain-planning",
      "pricingUrl": "https://o9solutions.com/ai-info",
      "pricingModel": "Contact sales",
      "pricingSummary": "Enterprise SaaS pricing is customized to business complexity, users, functions, solution scope, and implementation approach. Request a demo for pricing.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "No free plan verified.",
      "features": [
        "Supply planning",
        "Scenario analysis",
        "Inventory optimization",
        "Production scheduling"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "plan-supply-chain",
        "analyze-data"
      ],
      "sectors": [
        "transport-logistics",
        "manufacturing",
        "retail-ecommerce",
        "food-beverage-production"
      ],
      "bestFor": "Enterprise supply-chain planners, operations leaders, and planning transformation teams.",
      "limitations": [
        "Designed for complex enterprises; typically unsuitable for very small businesses.",
        "Planning quality depends on source data and validated business constraints."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://o9solutions.com/solutions/supply-chain-planning",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://o9solutions.com/ai-info",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Pricing basis is explicitly documented in the vendor's official AI information page. Named ERP integrations were not verified.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "obriym-crm",
      "name": "Obriym CRM",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Operate Obriym CRM from your AI assistant: leads, deals, orders, catalog, stock, marketplaces.",
      "url": "https://obriym-crm.com/",
      "pricingUrl": "https://obriym-crm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Leads",
        "Deals",
        "Orders",
        "Catalog"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "retail-operations"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.obriym-crm/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://obriym-crm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.obriym-crm/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ocr-ai",
      "name": "OCR-AI",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Hebrew and English OCR for PDFs and images: text, key fields and tables, page by page.",
      "url": "https://ocr-ai.com/",
      "pricingUrl": "https://ocr-ai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Text",
        "Key fields",
        "Tables",
        "Page by page"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ocr-ai/ocr-ai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ocr-ai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ocr-ai/ocr-ai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "odoo",
      "name": "Odoo",
      "vendor": "Odoo",
      "category": "Business ERP",
      "description": "Open-source business apps covering inventory, sales, accounting and purchasing.",
      "url": "https://www.odoo.com/",
      "pricingUrl": "https://www.odoo.com/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Inventory and barcode",
        "Sales and purchase",
        "Accounting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution",
        "manufacturing",
        "retail-ecommerce"
      ],
      "bestFor": "Growing traders wanting one integrated system.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.odoo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ogave-sms",
      "name": "Ogave SMS",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Quote, send and track SMS, campaigns, contacts and Verify codes, with a confirmation before sending.",
      "url": "https://ogave.co/",
      "pricingUrl": "https://ogave.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Quote, send and track SMS, campaigns, contacts and Verify codes",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.ogave/sms). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ogave.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.ogave/sms",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ohmybug",
      "name": "OhMyBug",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Code review for your coding agent's changes: a cloud bug hunt.",
      "url": "https://ohmybug.ai/",
      "pricingUrl": "https://ohmybug.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ohmybug/bughunter). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ohmybug.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ohmybug/bughunter",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ohmyfin",
      "name": "Ohmyfin",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Cross-border invoices for AI agents: parties screened, VAT ID checked, EN 16931 e-invoice in PDF.",
      "url": "https://ohmyfin.ai/",
      "pricingUrl": "https://ohmyfin.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Parties screened",
        "VAT ID checked",
        "EN 16931 e-invoice in PDF"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ohmyfin/invoice). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ohmyfin.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ohmyfin/invoice",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ohsnap-uptime-monitoring",
      "name": "OhSnap uptime monitoring",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Check if a website is down, add websites to monitor, read outage history and send test alerts.",
      "url": "https://ohsnap.io/",
      "pricingUrl": "https://ohsnap.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check if a website is down",
        "Add websites to monitor",
        "Read outage history",
        "Send test alerts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.ohsnap/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ohsnap.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.ohsnap/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "okareo",
      "name": "Okareo",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Simulation, evaluation and monitoring for voice agents.",
      "url": "https://okareo.com/",
      "pricingUrl": "https://okareo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Simulation, evaluation and monitoring for voice agents",
        "AI model tooling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.okareo/okareo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://okareo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.okareo/okareo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "okcredit",
      "name": "OkCredit",
      "vendor": "OkCredit",
      "category": "Trade credit",
      "description": "Digital credit ledger for small merchants.",
      "url": "https://okcredit.in/",
      "pricingUrl": "https://okcredit.in/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Paid plans are ₹30, ₹75 and ₹99 for 30 days.",
      "startingPrice": 30,
      "currency": "INR",
      "billing": "per 30 days",
      "freePlan": "Free plan with ads.",
      "features": [
        "Credit ledger",
        "Reminders",
        "Mobile first"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Small merchants tracking dues.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://okcredit.in/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://okcredit.in/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "olbrain-alchemist",
      "name": "Olbrain Alchemist",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build, test and publish Olbrain AI agents from Claude Code, Codex, Antigravity, Cursor or Claude.ai.",
      "url": "https://olbrain.com/",
      "pricingUrl": "https://olbrain.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, test and publish Olbrain AI agents from Claude Code, Codex",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.olbrain/alchemist). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://olbrain.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.olbrain/alchemist",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ollama",
      "name": "Ollama",
      "vendor": "Ollama",
      "category": "Local models",
      "description": "Run open-weight language models on your own computer.",
      "url": "https://ollama.com/",
      "pricingUrl": "https://ollama.com/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Local inference",
        "Model library",
        "Developer API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software",
        "science-research"
      ],
      "bestFor": "Developers and privacy-sensitive users.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://ollama.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ollav",
      "name": "Ollav",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Share HTML prototypes as live links; read element-pinned review comments; publish new versions.",
      "url": "https://ollav.app/",
      "pricingUrl": "https://ollav.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Share HTML prototypes as live links",
        "Read element-pinned review comments",
        "Publish new versions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.ollav/ollav). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ollav.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.ollav/ollav",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "omeka",
      "name": "Omeka",
      "vendor": "Corporation for Digital Scholarship",
      "category": "Digital collections",
      "description": "Open-source publishing platform for digital collections and exhibits.",
      "url": "https://omeka.org/",
      "pricingUrl": "https://omeka.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Digital exhibits",
        "Metadata",
        "Plugins"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "humanities-archives"
      ],
      "sectors": [
        "libraries-archives-museums"
      ],
      "bestFor": "Museums and libraries.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://omeka.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "omnicost",
      "name": "Omnicost",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Construction unit prices with source and date for Spain, the US and the EU. OAuth or API key.",
      "url": "https://omnicost.com/",
      "pricingUrl": "https://omnicost.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Construction unit prices with source",
        "Date for Spain",
        "The US",
        "The EU"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.omnicost/catalog). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://omnicost.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.omnicost/catalog",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "on-the-register",
      "name": "On the Register",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Checks weight loss clinics and online pharmacies against the UK regulator registers (CQC, GPhC).",
      "url": "https://ontheregister.co.uk/",
      "pricingUrl": "https://ontheregister.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk & compliance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.ontheregister/on-the-register). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ontheregister.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.ontheregister/on-the-register",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "onbriefing",
      "name": "OnBriefing",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Check creator videos (TikTok, Instagram, YouTube) against a campaign brief, with evidence per rule.",
      "url": "https://onbriefing.com/",
      "pricingUrl": "https://onbriefing.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.onbriefing/onbriefing). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://onbriefing.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.onbriefing/onbriefing",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "one",
      "name": "One",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Find, document and execute authenticated API calls across 1000+ apps via one MCP server.",
      "url": "https://withone.ai/",
      "pricingUrl": "https://withone.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find, document and execute authenticated API calls across 1000+ apps",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.withone/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://withone.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.withone/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "onehub360",
      "name": "OneHub360",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Create contacts, move deals, send proposals and invoices, read your inbox, from Claude or ChatGPT.",
      "url": "https://onehub360.com/",
      "pricingUrl": "https://onehub360.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create contacts",
        "Move deals",
        "Send proposals",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.onehub360/onehub360). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://onehub360.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.onehub360/onehub360",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "onetrust",
      "name": "OneTrust",
      "vendor": "OneTrust",
      "category": "Privacy & AI governance",
      "description": "Privacy, consent and AI-governance software for enterprises.",
      "url": "https://www.onetrust.com/",
      "pricingUrl": "https://www.onetrust.com/pricing/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Privacy management",
        "AI governance",
        "Third-party risk"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Privacy and compliance officers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.onetrust.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.onetrust.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "onfleet",
      "name": "Onfleet",
      "vendor": "Onfleet",
      "category": "Delivery management",
      "description": "Last-mile delivery software for routing, dispatch and driver tracking.",
      "url": "https://onfleet.com/",
      "pricingUrl": "https://onfleet.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Launch starts at $619 and Scale at $1,349 a month. Enterprise plans typically start at $3,099.",
      "startingPrice": 619,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. 14-day free trial.",
      "features": [
        "Route optimisation",
        "Driver app",
        "Proof of delivery"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "delivery-management"
      ],
      "sectors": [
        "wholesale-distribution",
        "transport-logistics"
      ],
      "bestFor": "Businesses running their own deliveries.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://onfleet.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://onfleet.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "onlineornot",
      "name": "OnlineOrNot",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Monitor websites, APIs, browser flows, and scheduled jobs; manage status pages with OnlineOrNot.",
      "url": "https://onlineornot.com/",
      "pricingUrl": "https://onlineornot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Monitor websites",
        "APIs",
        "Browser flows",
        "And scheduled jobs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.onlineornot/onlineornot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://onlineornot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.onlineornot/onlineornot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "onset",
      "name": "Onset",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Draft, update and publish changelog releases in your Onset workspace.",
      "url": "https://onset.io/",
      "pricingUrl": "https://onset.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, update and publish changelog releases in your Onset workspace",
        "Writing & publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.onset/onset). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://onset.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.onset/onset",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "oods-foundry",
      "name": "OODS Foundry",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "OODS Foundry is an object-oriented design system that extends the one you already have.",
      "url": "https://oods-foundry.com/",
      "pricingUrl": "https://oods-foundry.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.oods-foundry/foundry). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://oods-foundry.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.oods-foundry/foundry",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "opedd",
      "name": "Opedd",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Content licensing for the AI era: licensed, rights-cleared content for AI agents.",
      "url": "https://opedd.com/",
      "pricingUrl": "https://opedd.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Licensed",
        "Rights-cleared content for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.opedd/opedd-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://opedd.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.opedd/opedd-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "open-legal-data",
      "name": "Open Legal Data",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "German court decisions (Rechtsprechung) and laws (Gesetze) with citation graph and citation checks.",
      "url": "https://de.openlegaldata.io/",
      "pricingUrl": "https://de.openlegaldata.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "German court decisions (Rechtsprechung)",
        "Laws (Gesetze) with citation graph",
        "Citation checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.openlegaldata/de). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://de.openlegaldata.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.openlegaldata/de",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "open-waters-ais",
      "name": "Open Waters AIS",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Live AIS vessel positions by MMSI, name, area, or radius, plus coverage. No sign-in, no key.",
      "url": "https://openwaters.io/",
      "pricingUrl": "https://openwaters.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live AIS vessel positions by MMSI",
        "Name",
        "Area",
        "Radius"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.openwaters/ais). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://openwaters.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.openwaters/ais",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "openagenda",
      "name": "OpenAgenda",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Search, analyze and manage events on OpenAgenda.",
      "url": "https://openagenda.com/",
      "pricingUrl": "https://openagenda.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, analyze and manage events on OpenAgenda",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.openagenda/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://openagenda.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.openagenda/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "openai-codex",
      "name": "OpenAI Codex",
      "vendor": "OpenAI",
      "category": "Coding assistant",
      "description": "Software engineering agent that runs tasks locally or in the cloud.",
      "url": "https://openai.com/codex/",
      "pricingUrl": "https://openai.com/codex/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Agentic coding",
        "Cloud tasks",
        "CLI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers running parallel agents.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://openai.com/codex/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "openevidence",
      "name": "OpenEvidence",
      "vendor": "OpenEvidence",
      "category": "Medical evidence search",
      "description": "Evidence search assistant for clinicians grounded in medical literature.",
      "url": "https://www.openevidence.com/",
      "pricingUrl": "https://www.openevidence.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Literature-grounded answers",
        "Citations",
        "Clinician access"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "healthcare-social-care",
        "public-health-epidemiology"
      ],
      "bestFor": "Clinicians checking published evidence.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing. The site returned an \"Unavailable\" page from our check location; access may be restricted by country or to healthcare professionals.",
      "sources": [
        {
          "url": "https://www.openevidence.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "opennash-earnings",
      "name": "OpenNash Earnings",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "US earnings results, outlook, KPI history and call transcripts, sourced to SEC filings. Read-only.",
      "url": "https://earnings.opennash.com/",
      "pricingUrl": "https://earnings.opennash.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US earnings results",
        "Outlook",
        "KPI history",
        "Call transcripts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.opennash.earnings/opennash-earnings). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://earnings.opennash.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.opennash.earnings/opennash-earnings",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "openrefine",
      "name": "OpenRefine",
      "vendor": "OpenRefine",
      "category": "Data cleaning",
      "description": "Free open-source tool for cleaning and reconciling messy data.",
      "url": "https://openrefine.org/",
      "pricingUrl": "https://openrefine.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Clustering",
        "Reconciliation",
        "Transformation history"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "humanities-archives",
        "analyze-data"
      ],
      "sectors": [
        "libraries-archives-museums",
        "social-sciences-humanities",
        "media-publishing"
      ],
      "bestFor": "Librarians and data journalists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://openrefine.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "openserve",
      "name": "OpenServe",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Retention and marketing tools for one workspace. Writes are filed for a person's approval.",
      "url": "https://agents.openserve.com/",
      "pricingUrl": "https://agents.openserve.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Retention and marketing tools for one workspace",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.openserve/openserve). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agents.openserve.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.openserve/openserve",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "openspace",
      "name": "OpenSpace",
      "vendor": "OpenSpace",
      "category": "Construction progress",
      "description": "360° reality capture and AI progress tracking for jobsites.",
      "url": "https://www.openspace.ai/",
      "pricingUrl": "https://www.openspace.ai/pricing/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Reality capture",
        "Progress tracking",
        "Issue records"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering",
        "real-estate"
      ],
      "bestFor": "Site teams documenting progress.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.openspace.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.openspace.ai/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "opentable",
      "name": "OpenTable",
      "vendor": "OpenTable",
      "category": "Restaurant reservations",
      "description": "Reservation network and table management for restaurants.",
      "url": "https://www.opentable.com/",
      "pricingUrl": "https://www.opentable.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reservations",
        "Table management",
        "Guest data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurants filling tables.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked or did not answer our automated check (HTTP 0), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.opentable.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "opergo",
      "name": "OperGo",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Quotes, orders, manufacturing orders and invoices for contract manufacturers and their clients.",
      "url": "https://opergo.com/",
      "pricingUrl": "https://opergo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Quotes, orders, manufacturing orders and invoices for contract",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.opergo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://opergo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.opergo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "opmiz",
      "name": "Opmiz",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Build and run websites, online stores and blogs on Opmiz, with the owner approving what goes live.",
      "url": "https://opmiz.com/",
      "pricingUrl": "https://opmiz.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and run websites, online stores and blogs on Opmiz",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.opmiz/opmiz). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://opmiz.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.opmiz/opmiz",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "opper",
      "name": "Opper",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "EU AI gateway: search 700+ models, create projects and API keys, manage rules, usage and traces.",
      "url": "https://opper.ai/",
      "pricingUrl": "https://opper.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 700+ models",
        "Create projects",
        "API keys",
        "Manage rules"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.opper/opper). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://opper.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.opper/opper",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "oppira",
      "name": "Oppira",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Read-only access to your Oppira competitor posts, ads, reviews, alerts and marketing plan.",
      "url": "https://oppira.com/",
      "pricingUrl": "https://oppira.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only access to your Oppira competitor posts",
        "Ads",
        "Reviews",
        "Alerts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.oppira/oppira). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://oppira.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.oppira/oppira",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "opstether",
      "name": "OpsTether",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Linux server administration over OAuth MCP: shell, Docker, systemd, files and monitoring.",
      "url": "https://opstether.m2g.pro/",
      "pricingUrl": "https://opstether.m2g.pro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Shell",
        "Docker",
        "Systemd",
        "Files"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pro.m2g.opstether/opstether). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://opstether.m2g.pro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pro.m2g.opstether/opstether",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "optimization-solver",
      "name": "Optimization Solver",
      "vendor": "Not verified",
      "category": "Mathematics",
      "description": "Solve production, blending, transport and scheduling problems with LP and MIP.",
      "url": "https://saifs.ai/",
      "pricingUrl": "https://saifs.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Solve production",
        "Blending",
        "Transport",
        "Scheduling problems with LP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation",
        "plan-supply-chain"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "People doing exact maths.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.saifs/optimization-solver). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://saifs.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.saifs/optimization-solver",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "opus-growth",
      "name": "Opus Growth",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Hosted Google Ads MCP for Claude and ChatGPT. Preview every write. No developer token.",
      "url": "https://opus-growth.com/",
      "pricingUrl": "https://opus-growth.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hosted Google Ads MCP for Claude",
        "ChatGPT"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.opus-growth/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://opus-growth.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.opus-growth/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "opusclip",
      "name": "OpusClip",
      "vendor": "OpusClip",
      "category": "Video repurposing",
      "description": "Turns long videos into short clips with automatic captions; new version seen on Product Hunt.",
      "url": "https://www.opus.pro/",
      "pricingUrl": "https://www.opus.pro/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Starter is $15 a month. Pro is $29 a month, or $14.50 billed annually. Business is custom.",
      "startingPrice": 15,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free forever with 60 credits a month.",
      "features": [
        "Clip extraction",
        "Captions",
        "Reframing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "marketing-advertising",
        "media-publishing"
      ],
      "bestFor": "Creators and social media teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.opus.pro/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.opus.pro/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "oracle-opera-cloud",
      "name": "Oracle OPERA Cloud",
      "vendor": "Oracle",
      "category": "Hotel management",
      "description": "Enterprise hotel property management used by large and multi-property chains.",
      "url": "https://www.oracle.com/hospitality/hotel-property-management/",
      "pricingUrl": "https://www.oracle.com/corporate/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Property management",
        "Multi-property operations",
        "Enterprise integrations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel chains and large resorts.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.oracle.com/hospitality/hotel-property-management/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "oracle-select-ai",
      "name": "Oracle Select AI",
      "vendor": "Oracle",
      "category": "Cloud database assistant",
      "description": "Natural-language querying built into Oracle Autonomous Database.",
      "url": "https://www.oracle.com/autonomous-database/select-ai/",
      "pricingUrl": "https://www.oracle.com/autonomous-database/select-ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Natural language to SQL",
        "AI agents",
        "In-database AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Oracle database teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.oracle.com/autonomous-database/select-ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "orangescrum",
      "name": "Orangescrum",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Manage Orangescrum projects, tasks, users, sprints, test cases, releases, and risks from AI tools.",
      "url": "https://helpdesk.orangescrum.com/",
      "pricingUrl": "https://helpdesk.orangescrum.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage Orangescrum projects",
        "Tasks",
        "Users",
        "Sprints"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.orangescrum/orangescrum-mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://helpdesk.orangescrum.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.orangescrum/orangescrum-mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "orbit-for-substack",
      "name": "Orbit for Substack",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "The people behind your Substack writing: who is here, who is drifting, and what your notes did.",
      "url": "https://seeyourorbit.com/",
      "pricingUrl": "https://seeyourorbit.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Who is here",
        "Who is drifting",
        "And what your notes did"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.seeyourorbit/orbit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://seeyourorbit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.seeyourorbit/orbit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "organiq-geo",
      "name": "Organiq GEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search Console and GA4 analysis (read-only Google): queries, decay, cannibalization, AI traffic.",
      "url": "https://organiqgeo.com/",
      "pricingUrl": "https://organiqgeo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Queries",
        "Decay",
        "Cannibalization",
        "AI traffic"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.organiqgeo/organiq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://organiqgeo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.organiqgeo/organiq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "orglines",
      "name": "OrgLines",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Your OrgLines workspace in AI: leads, tasks, notes, mail, invoices. Changes wait for your OK.",
      "url": "https://orglines.com/",
      "pricingUrl": "https://orglines.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Leads",
        "Tasks",
        "Notes",
        "Mail"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.orglines/orglines). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://orglines.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.orglines/orglines",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "originpro",
      "name": "OriginPro",
      "vendor": "OriginLab",
      "category": "Scientific graphing",
      "description": "Data analysis and graphing software for scientists and engineers.",
      "url": "https://www.originlab.com/",
      "pricingUrl": "https://www.originlab.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publication graphs",
        "Peak analysis",
        "Batch processing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "create-visuals"
      ],
      "sectors": [
        "science-research",
        "chemistry-materials-science"
      ],
      "bestFor": "Physical scientists producing figures.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.originlab.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "orionbi",
      "name": "OrionBI",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "Query your own databases and Data Sets with read-only SQL, and build hosted dashboards.",
      "url": "https://orionbi.ai/",
      "pricingUrl": "https://orionbi.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query your own databases",
        "Data Sets with read-only SQL",
        "And build hosted dashboards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql",
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.orionbi/orionbi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://orionbi.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.orionbi/orionbi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "orphex",
      "name": "Orphex",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Analyze ad performance across platforms and execute changes after your approval.",
      "url": "https://orphex.co/",
      "pricingUrl": "https://orphex.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Analyze ad performance across platforms",
        "Execute changes after your approval"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.orphex/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://orphex.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.orphex/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "orshot",
      "name": "Orshot",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Automate Videos, PDFs and Images from templates, post to social platforms and grow engagement.",
      "url": "https://orshot.com/",
      "pricingUrl": "https://orshot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Automate Videos",
        "PDFs",
        "Images from templates",
        "Post to social platforms"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "create-video-audio"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.orshot/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://orshot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.orshot/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "otter",
      "name": "Otter",
      "vendor": "Otter.ai",
      "category": "Meeting intelligence",
      "description": "Records and transcribes meetings, identifies speakers, summarizes discussions, and turns conversations into searchable knowledge and follow-up actions.",
      "url": "https://otter.ai/",
      "pricingUrl": "https://otter.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $16.99/user/month on monthly billing. Annual and promotional offers are also displayed; Business and Enterprise add capabilities.",
      "startingPrice": 16.99,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "300 transcription minutes per month and three lifetime audio/video imports.",
      "features": [
        "Live transcription",
        "Speaker identification",
        "Meeting summaries",
        "Cross-meeting AI chat",
        "Automated follow-ups"
      ],
      "integrations": [
        "Zoom",
        "Microsoft Teams",
        "Google Meet",
        "Zapier"
      ],
      "platforms": [
        "Web",
        "Windows",
        "macOS",
        "iOS",
        "Android"
      ],
      "tasks": [
        "summarize-meetings",
        "find-team-knowledge"
      ],
      "bestFor": "Teams needing searchable records and action items from recurring meetings.",
      "limitations": [
        "Recording and import allowances depend on the plan.",
        "Some CRM integrations and enterprise capabilities require add-ons or higher tiers."
      ],
      "verificationNotes": "Home and pricing pages opened. Used ordinary monthly Pro price instead of competing promotional and annual figures.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://otter.ai/",
          "label": "Otter official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://otter.ai/pricing",
          "label": "Otter official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "outil-io",
      "name": "Outil.io",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "All-in-one marketing for entrepreneurs: sites, sales funnels, CRM, email, WhatsApp, courses, shop.",
      "url": "https://outil.io/",
      "pricingUrl": "https://outil.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sites",
        "Sales funnels",
        "CRM",
        "Email"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.outil/outil). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://outil.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.outil/outil",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "outlit",
      "name": "Outlit",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Ask about any customer and get one matched record across CRM, billing, support and product data.",
      "url": "https://www.outlit.ai/",
      "pricingUrl": "https://www.outlit.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask about any customer",
        "Get one matched record across CRM",
        "Billing",
        "Support"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.outlit/outlit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.outlit.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.outlit/outlit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "outschool",
      "name": "Outschool",
      "vendor": "Outschool",
      "category": "Online teaching marketplace",
      "description": "Marketplace for live online classes for children.",
      "url": "https://outschool.com/",
      "pricingUrl": "https://outschool.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live small-group classes",
        "Teacher listings",
        "Scheduling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "freelance-creator-economy",
        "education-learning"
      ],
      "bestFor": "Independent teachers of children.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://outschool.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ovata",
      "name": "Ovata",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Build, preview and publish Ovata websites and online shops from your AI tool, test site first.",
      "url": "https://ovata.tw/",
      "pricingUrl": "https://ovata.tw/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, preview and publish Ovata websites and online shops from your AI",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tw.ovata/ovata). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ovata.tw/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tw.ovata/ovata",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "overleaf",
      "name": "Overleaf",
      "vendor": "Digital Science",
      "category": "Scientific writing",
      "description": "Collaborative online LaTeX editor with AI writing assistance.",
      "url": "https://www.overleaf.com/",
      "pricingUrl": "https://www.overleaf.com/user/subscription/plans",
      "pricingModel": "Free + paid",
      "pricingSummary": "Prices shown for India: Standard is ₹650 a month or ₹5,059 a year, and Pro is ₹1,175 or ₹10,559. Students pay less.",
      "startingPrice": 650,
      "currency": "INR",
      "billing": "monthly",
      "freePlan": "A free plan is offered at ₹0 a month.",
      "features": [
        "Collaborative LaTeX",
        "Templates",
        "AI assist"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "academic-writing",
        "math-computation"
      ],
      "sectors": [
        "universities-academic-research",
        "mathematics-statistics"
      ],
      "bestFor": "Mathematicians and scientists writing papers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.overleaf.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.overleaf.com/user/subscription/plans",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ovimore",
      "name": "Ovimore",
      "vendor": "Not verified",
      "category": "Hospitality operations",
      "description": "Your hotel's numbers in Claude: occupancy, pace, pickup, mix, rates and reviews. Read-only.",
      "url": "https://ovimore.com/",
      "pricingUrl": "https://ovimore.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Occupancy",
        "Pace",
        "Pickup",
        "Mix"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel and rental operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ovimore/ovimore). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ovimore.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ovimore/ovimore",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "owkin",
      "name": "Owkin",
      "vendor": "Owkin",
      "category": "AI for biology",
      "description": "Agentic AI and federated learning for biomarker, target and pathology research.",
      "url": "https://www.owkin.com/",
      "pricingUrl": "https://www.owkin.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Federated learning",
        "Pathology AI",
        "Biomarker discovery"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "medical-imaging"
      ],
      "sectors": [
        "pharma-biotech",
        "healthcare-social-care"
      ],
      "bestFor": "Translational researchers working with sensitive patient data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.owkin.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "owlmem",
      "name": "OwlMem",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared memory and teamwork for AI agents: knowledge base, memories, tasks, encrypted vault.",
      "url": "https://owlmem.com/",
      "pricingUrl": "https://owlmem.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Knowledge base",
        "Memories",
        "Tasks",
        "Encrypted vault"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.owlmem/owlmem). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://owlmem.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.owlmem/owlmem",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "owlstat",
      "name": "OwlStat",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Instagram and TikTok analytics for many accounts: reach, views, saves, shares, competitors, reports.",
      "url": "https://owlstat.io/",
      "pricingUrl": "https://owlstat.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reach",
        "Views",
        "Saves",
        "Shares"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.owlstat/owlstat). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://owlstat.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.owlstat/owlstat",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "owner-com",
      "name": "Owner.com",
      "vendor": "Owner",
      "category": "Restaurant marketing",
      "description": "Website, direct ordering and AI marketing for independent restaurants.",
      "url": "https://www.owner.com/",
      "pricingUrl": "https://www.owner.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "$249 a month plus a 5% restaurant fee per order, or $499 a month with no restaurant fee.",
      "startingPrice": 249,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Restaurant websites",
        "Direct ordering",
        "Automated marketing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations",
        "grow-audience"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Independent restaurant owners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.owner.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.owner.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ownkube",
      "name": "Ownkube",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy and run apps, workers, jobs, Postgres, and Valkey on Ownkube from your coding agent.",
      "url": "https://ownkube.io/",
      "pricingUrl": "https://ownkube.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy and run apps, workers, jobs, Postgres, and Valkey on Ownkube",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.ownkube/ownkube). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ownkube.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.ownkube/ownkube",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "oxylabs-mcp",
      "name": "oxylabs-mcp",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Fetch and process content from specified URLs & sources using the Oxylabs Web Scraper API.",
      "url": "https://oxylabs.io/",
      "pricingUrl": "https://oxylabs.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fetch and process content from specified URLs & sources using",
        "Data extraction"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.oxylabs/oxylabs-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://oxylabs.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.oxylabs/oxylabs-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "oxypages",
      "name": "OxyPages",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy HTML pages and built web apps (React, Vue, Vite) to a live HTTPS link from your AI agent.",
      "url": "https://oxypages.com/",
      "pricingUrl": "https://oxypages.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.oxypages/oxypages). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://oxypages.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.oxypages/oxypages",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "packetstream",
      "name": "PacketStream",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Live web search results and web pages as Markdown; page fetches use a residential network.",
      "url": "https://packetstream.io/",
      "pricingUrl": "https://packetstream.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live web search results",
        "Web pages as Markdown",
        "Page fetches use a residential network"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.packetstream/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://packetstream.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.packetstream/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "paddle",
      "name": "Paddle",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Query and manage Paddle Billing: pricing, subscriptions, payments, revenue reports and webhooks.",
      "url": "https://paddle.com/",
      "pricingUrl": "https://paddle.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Pricing",
        "Subscriptions",
        "Payments",
        "Revenue reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.paddle/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://paddle.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.paddle/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pageaudit",
      "name": "pageaudit",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Audit pages and external dependencies. inventories; watches with dated change evidence.",
      "url": "https://pageaudit.online/",
      "pricingUrl": "https://pageaudit.online/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Audit pages",
        "External dependencies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (online.pageaudit/pageaudit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pageaudit.online/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=online.pageaudit/pageaudit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pageverified",
      "name": "PageVerified",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Tools for AI agents: web capture with SHA-256 receipts, tech-stack lookup and verification.",
      "url": "https://pageverified.com/",
      "pricingUrl": "https://pageverified.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web capture with SHA-256 receipts",
        "Tech-stack lookup",
        "Verification"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pageverified/tools). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pageverified.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pageverified/tools",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pagofix",
      "name": "PagoFix",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Unpaid EU B2B invoices: late-payment interest, reminder letters, European payment order draft.",
      "url": "https://pagofix.com/",
      "pricingUrl": "https://pagofix.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Late-payment interest",
        "Reminder letters",
        "European payment order draft"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "legal-research"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pagofix/pagofix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pagofix.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pagofix/pagofix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "paidhelm-for-google-ads",
      "name": "PaidHelm for Google Ads",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Google Ads reports, audits, negatives, bidding and campaign builds from Claude, ChatGPT or Cursor.",
      "url": "https://paidhelm.com/",
      "pricingUrl": "https://paidhelm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google Ads reports",
        "Audits",
        "Negatives",
        "Bidding"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.paidhelm/google-ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://paidhelm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.paidhelm/google-ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "paidnice",
      "name": "Paidnice",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Accounts receivable for Xero and QuickBooks Online: customer replies, contacts and invoices.",
      "url": "https://www.paidnice.com/",
      "pricingUrl": "https://www.paidnice.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Customer replies",
        "Contacts",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.paidnice/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.paidnice.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.paidnice/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "palanor",
      "name": "Palanor",
      "vendor": "Not verified",
      "category": "Economic data",
      "description": "Read the Palanor lattice: 50,000+ economic signals, Custom Indices, Currents and the Wire.",
      "url": "https://palanor.com/",
      "pricingUrl": "https://palanor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "50,000+ economic signals",
        "Custom Indices",
        "Currents",
        "The Wire"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "market-investment-research"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Economists and policy analysts.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.palanor/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://palanor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.palanor/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "palantir-foundry",
      "name": "Palantir Foundry",
      "vendor": "Palantir",
      "category": "Operational data platform",
      "description": "Data integration and AI decision platform for large operations.",
      "url": "https://www.palantir.com/platforms/foundry/",
      "pricingUrl": "https://www.palantir.com/404",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data ontology",
        "Operational apps",
        "AI platform"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "automate-workflows"
      ],
      "sectors": [
        "aerospace-defence",
        "government-public-services",
        "manufacturing"
      ],
      "bestFor": "Large organisations integrating operations.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.palantir.com/platforms/foundry/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "panderr",
      "name": "Panderr",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Move your website without rebuilding it by URL, or upload a ZIP of your site.",
      "url": "https://panderr.com/",
      "pricingUrl": "https://panderr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Move your website without rebuilding it by URL",
        "Upload a ZIP of your site"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.panderr/panderr). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://panderr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.panderr/panderr",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pano-ai",
      "name": "Pano AI",
      "vendor": "Pano AI",
      "category": "Wildfire detection",
      "description": "Camera and AI wildfire detection for utilities and fire agencies.",
      "url": "https://www.pano.ai/",
      "pricingUrl": "https://www.pano.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Wildfire detection",
        "Camera network",
        "Alerting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis",
        "climate-sustainability"
      ],
      "sectors": [
        "energy-utilities",
        "government-public-services"
      ],
      "bestFor": "Utilities and fire agencies.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.pano.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "panta-swiss-job-market-data",
      "name": "Panta Swiss Job Market Data",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Source-linked Swiss job and employer data. Public market tools; personal workspace tools use OAuth.",
      "url": "https://withpanta.com/",
      "pricingUrl": "https://withpanta.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Source-linked Swiss job",
        "Employer data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.withpanta/panta). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://withpanta.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.withpanta/panta",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pantheon",
      "name": "Pantheon",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Meta ads library, competitor ads, brand voice, avatars and offer briefs from your Pantheon account.",
      "url": "https://pantheon.ad/",
      "pricingUrl": "https://pantheon.ad/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Meta ads library",
        "Competitor ads",
        "Brand voice",
        "Avatars"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ad.pantheon/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pantheon.ad/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ad.pantheon/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "paperpal",
      "name": "Paperpal",
      "vendor": "Cactus Communications",
      "category": "Academic writing",
      "description": "Language and grammar assistance tailored to academic manuscripts.",
      "url": "https://paperpal.com/",
      "pricingUrl": "https://paperpal.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Academic grammar checks",
        "Submission checks",
        "Paraphrasing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "academic-writing",
        "write-and-edit"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Non-native English authors preparing manuscripts.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://paperpal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "paradox",
      "name": "Paradox",
      "vendor": "Paradox",
      "category": "Recruiting",
      "description": "Conversational recruiting assistant for high-volume hiring.",
      "url": "https://www.paradox.ai/",
      "pricingUrl": "https://www.paradox.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Candidate screening",
        "Scheduling",
        "Conversational apply"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support",
        "retail-ecommerce"
      ],
      "bestFor": "High-volume recruiters.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.paradox.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "paralleldots-shelfwatch",
      "name": "ParallelDots ShelfWatch",
      "vendor": "ParallelDots",
      "category": "Shelf intelligence",
      "description": "Image recognition for retail shelf audits and planogram compliance.",
      "url": "https://www.paralleldots.com/shelfwatch",
      "pricingUrl": "https://www.paralleldots.com/shelfwatch",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Shelf audits",
        "Planogram compliance",
        "Mobile capture"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "retail-operations"
      ],
      "sectors": [
        "fmcg-consumer-goods"
      ],
      "bestFor": "Consumer brands checking in-store execution.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.paralleldots.com/shelfwatch",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "parallelsandbox",
      "name": "ParallelSandbox",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Remote Linux boxes for coding agents: Docker, a browser, screenshots, logs, human takeover.",
      "url": "https://parallelsandbox.com/",
      "pricingUrl": "https://parallelsandbox.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Docker",
        "A browser",
        "Screenshots",
        "Logs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.parallelsandbox/parallelsandbox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://parallelsandbox.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.parallelsandbox/parallelsandbox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "partnership-intel-radar-lab",
      "name": "Partnership Intel Radar Lab",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Which newsletters your customers read, who sponsors them, and real ad proof. Read-only.",
      "url": "https://partnershipintel.com/",
      "pricingUrl": "https://partnershipintel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Which newsletters your customers read",
        "Who sponsors them",
        "And real ad proof"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.partnershipintel/radar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://partnershipintel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.partnershipintel/radar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pascal-3d-editor",
      "name": "Pascal 3D Editor",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Create, inspect, validate, and save editable 3D building scenes with Pascal's MCP server.",
      "url": "https://editor.pascal.app/",
      "pricingUrl": "https://editor.pascal.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, inspect, validate, and save editable 3D building scenes",
        "Architecture & BIM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.pascal/editor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://editor.pascal.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.pascal/editor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "passim-ai",
      "name": "Passim AI",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Passim AI (formerly BIA Edge): U.S. immigration case law, INA/CFR, USCIS policy, and a citator.",
      "url": "https://passimai.com/",
      "pricingUrl": "https://passimai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Legal research",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.biaedge/immigration-research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://passimai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.biaedge/immigration-research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "passion-plus-media",
      "name": "Passion+ Media",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Plan ad campaigns across CTV, online video and display. Read and planning only; it cannot buy ads.",
      "url": "https://wiz.passionplusmedia.com/",
      "pricingUrl": "https://wiz.passionplusmedia.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan ad campaigns across CTV",
        "Online video",
        "Display"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.passionplusmedia/passion-plus). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wiz.passionplusmedia.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.passionplusmedia/passion-plus",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pasteguard",
      "name": "PasteGuard",
      "vendor": "PasteGuard",
      "category": "Privacy & AI governance",
      "description": "Open-source, self-hosted tool that masks names, emails and secrets before they reach AI providers.",
      "url": "https://pasteguard.com/",
      "pricingUrl": "https://pasteguard.com/",
      "pricingModel": "Open source",
      "pricingSummary": "Self-hosted and open source under the Apache 2.0 licence. The reviewed page listed no paid plan.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Masks personal data and secrets",
        "Works in front of OpenAI and Anthropic APIs",
        "Coding agent support",
        "Beta browser extension"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams using AI with private or customer data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site read on the review date. A separate Chrome extension with the same name uses pasteguard.io; this listing is pasteguard.com.",
      "sources": [
        {
          "url": "https://pasteguard.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "capabilities and licence"
        }
      ],
      "evidenceLevel": "source-reviewed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "patchlabs",
      "name": "PatchLabs",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Security checks for AI-built apps (Lovable, Supabase, Bolt): RLS, headers, monitoring, fixes.",
      "url": "https://patchlabs.dev/",
      "pricingUrl": "https://patchlabs.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "RLS",
        "Headers",
        "Monitoring",
        "Fixes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.patchlabs/patchlabs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://patchlabs.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.patchlabs/patchlabs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "patchwell",
      "name": "Patchwell",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Cited web research, transcription with word timestamps, and CSV/Excel cleaning with a change log.",
      "url": "https://patchwell.io/",
      "pricingUrl": "https://patchwell.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cited web research",
        "Transcription with word timestamps",
        "And CSV/Excel cleaning with a change log"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.patchwell/patchwell). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://patchwell.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.patchwell/patchwell",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "pathai",
      "name": "PathAI",
      "vendor": "PathAI",
      "category": "Digital pathology",
      "description": "AI-powered pathology for diagnostics research and drug development.",
      "url": "https://www.pathai.com/",
      "pricingUrl": "https://www.pathai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Pathology image analysis",
        "Biomarker quantification",
        "Trial support"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "medical-imaging",
        "clinical-trials"
      ],
      "sectors": [
        "healthcare-social-care",
        "pharma-biotech",
        "medical-devices-diagnostics"
      ],
      "bestFor": "Pathologists and translational researchers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.pathai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "pathhub-ai",
      "name": "PathHub AI",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Plan and run internal projects with compliance: phases, tasks, budget, risks, obligations.",
      "url": "https://pathhub.ai/",
      "pricingUrl": "https://pathhub.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Phases",
        "Tasks",
        "Budget",
        "Risks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.pathhub/pathhub). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pathhub.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.pathhub/pathhub",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "patreon",
      "name": "Patreon",
      "vendor": "Patreon",
      "category": "Creator monetisation",
      "description": "Membership platform for fans to support creators.",
      "url": "https://www.patreon.com/",
      "pricingUrl": "https://www.patreon.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Memberships",
        "Paid posts",
        "Community"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy",
        "arts-culture-entertainment"
      ],
      "bestFor": "Creators with loyal audiences.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.patreon.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "patroltech",
      "name": "PatrolTech",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Security patrol management: missed rounds, suspicious scans, incidents and checkpoint setup.",
      "url": "https://patroltech.online/",
      "pricingUrl": "https://patroltech.online/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Missed rounds",
        "Suspicious scans",
        "Incidents",
        "Checkpoint setup"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (online.patroltech/patroltech). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://patroltech.online/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=online.patroltech/patroltech",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "patto",
      "name": "Patto",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "PR and B2B outreach via MCP: contacts, campaigns, email drafts, replies and follow-ups.",
      "url": "https://pattorelay.com/",
      "pricingUrl": "https://pattorelay.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Contacts",
        "Campaigns",
        "Email drafts",
        "Replies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pattorelay/patto). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pattorelay.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pattorelay/patto",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "paxmod",
      "name": "Paxmod",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Content moderation for chat and comments: test keys, message checks, plain-English policies.",
      "url": "https://www.paxmod.com/",
      "pricingUrl": "https://www.paxmod.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Test keys",
        "Message checks",
        "Plain-English policies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.paxmod/paxmod). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.paxmod.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.paxmod/paxmod",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "paymo",
      "name": "Paymo",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Paymo time tracking, tasks, projects, invoices and transcription in Claude, ChatGPT, Cursor.",
      "url": "https://paymo.strongerecommerce.com/",
      "pricingUrl": "https://paymo.strongerecommerce.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Paymo time tracking",
        "Tasks",
        "Projects",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "run-freelance-business"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.strongerecommerce.paymo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://paymo.strongerecommerce.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.strongerecommerce.paymo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "payperfax",
      "name": "PayPerFax",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Your AI assistant prepares the fax. You check it and pay in your browser. No account.",
      "url": "https://payperfax.com/",
      "pricingUrl": "https://payperfax.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Workflow automation",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.payperfax/fax). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://payperfax.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.payperfax/fax",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pcbbrew",
      "name": "PCBBrew",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Boards and modules for real PCBs: catalogue, KiCad parts, wiring and power checks, published boards.",
      "url": "https://pcbbrew.dev/",
      "pricingUrl": "https://pcbbrew.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Catalogue",
        "KiCad parts",
        "Wiring",
        "Power checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.pcbbrew/pcbbrew). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pcbbrew.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.pcbbrew/pcbbrew",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "pdfgate",
      "name": "Pdfgate",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "MCP server for the PDFGate API. Generate PDFs, manage documents and handle e-signatures.",
      "url": "https://pdfgate.com/",
      "pricingUrl": "https://pdfgate.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Workflow automation",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pdfgate/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pdfgate.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pdfgate/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pdfops-mcp",
      "name": "pdfops-mcp",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "PDF tools for AI agents: inspect, fill, merge, split, rotate, watermark, protect and invoice PDFs.",
      "url": "https://pdfops.dev/",
      "pricingUrl": "https://pdfops.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Inspect",
        "Fill",
        "Merge",
        "Split"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.pdfops/pdfops-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pdfops.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.pdfops/pdfops-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "peaje",
      "name": "Peaje",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Your Peaje agent: tasks to get your site cited by AI, its score, and answers about your business.",
      "url": "https://usepeaje.com/",
      "pricingUrl": "https://usepeaje.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tasks to get your site cited by AI",
        "Its score",
        "And answers about your business"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.usepeaje/peaje). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usepeaje.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.usepeaje/peaje",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pendingdelete-net",
      "name": "PendingDelete.net",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search pending delete and recently dropped domain names, with drop times, Rank and Linking Domains.",
      "url": "https://pendingdelete.net/",
      "pricingUrl": "https://pendingdelete.net/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search pending delete",
        "Recently dropped domain names",
        "Drop times",
        "Rank"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (net.pendingdelete/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pendingdelete.net/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=net.pendingdelete/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pensero",
      "name": "Pensero",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Engineering metrics from Pensero: delivery, quality, AI usage and cost, Signals, benchmarks.",
      "url": "https://pensero.ai/",
      "pricingUrl": "https://pensero.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Delivery",
        "Quality",
        "AI usage",
        "Cost"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.pensero/pensero). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pensero.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.pensero/pensero",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pentasor",
      "name": "Pentasor",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Senses for agents on live sites and media: read, see, hear, drive a flow, verify a claim.",
      "url": "https://pentasor.com/",
      "pricingUrl": "https://pentasor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "See",
        "Hear",
        "Drive a flow"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pentasor/senses). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pentasor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pentasor/senses",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pepperi",
      "name": "Pepperi",
      "vendor": "Pepperi",
      "category": "Field sales",
      "description": "Consumer goods commerce and route-to-market field sales platform.",
      "url": "https://www.pepperi.com/",
      "pricingUrl": "https://www.pepperi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Field sales app",
        "B2B ordering",
        "Retail execution"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "sales-outreach"
      ],
      "sectors": [
        "fmcg-consumer-goods"
      ],
      "bestFor": "Field sales teams and distributors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.pepperi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "per-patient-day",
      "name": "Per Patient Day",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Skilled nursing benchmarks by state from CMS cost reports, plus SNF valuation and DSCR math.",
      "url": "https://fhaskillednursing.loan/",
      "pricingUrl": "https://fhaskillednursing.loan/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SNF valuation",
        "DSCR math"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (loan.fhaskillednursing/fhaskillednursing-loan). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://fhaskillednursing.loan/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=loan.fhaskillednursing/fhaskillednursing-loan",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "percher",
      "name": "Percher",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "MCP-native hosting: publish and operate AI-built web apps live at name.percher.run.",
      "url": "https://percher.app/",
      "pricingUrl": "https://percher.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.percher/percher). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://percher.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.percher/percher",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "percona-monitoring-and-management",
      "name": "Percona Monitoring and Management",
      "vendor": "Percona",
      "category": "Database monitoring",
      "description": "Open-source monitoring for MySQL, PostgreSQL and MongoDB.",
      "url": "https://www.percona.com/monitoring/",
      "pricingUrl": "https://www.percona.com/monitoring/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Query analytics",
        "Health dashboards",
        "Advisors"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-tuning",
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "DBAs running open-source databases.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.percona.com/monitoring/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "perplexity",
      "name": "Perplexity",
      "vendor": "Perplexity",
      "category": "Research and search",
      "description": "An AI answer engine that researches web sources, provides cited responses, and supports deeper research and file analysis.",
      "url": "https://www.perplexity.ai/hub",
      "pricingUrl": "https://www.perplexity.ai/hub/pricing?p=enterprise",
      "pricingModel": "Free + paid",
      "pricingSummary": "Individual Pro is displayed at $17/month billed annually on the pricing page; the product FAQ also lists $20 monthly or $200 yearly.",
      "startingPrice": 17,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Core search with limited usage, file uploads, and advanced research access.",
      "features": [
        "Cited web answers",
        "Research reports",
        "File analysis",
        "Model selection on paid plans"
      ],
      "integrations": [],
      "platforms": [
        "Web",
        "iOS",
        "Android"
      ],
      "tasks": [
        "research-evidence",
        "analyze-data",
        "write-and-edit"
      ],
      "bestFor": "Analysts and knowledge workers gathering and checking sources across the web.",
      "limitations": [
        "Advanced research and file analysis have plan limits.",
        "Generated answers and source relevance still require review."
      ],
      "dataConsiderations": "Individual subscribers can opt out of data collection in settings; review the applicable plan's privacy terms.",
      "verificationNotes": "Product hub, current pricing, and official help opened. Annual pricing is rounded differently across vendor pages; confirm checkout total.",
      "sectors": [
        "all"
      ],
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.perplexity.ai/hub",
          "label": "Perplexity official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.perplexity.ai/hub/pricing?p=enterprise",
          "label": "Perplexity official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.perplexity.ai/help-center/en/articles/11187416-which-perplexity-subscription-plan-is-right-for-you",
          "label": "Plan limits and privacy settings",
          "checkedAt": "2026-11-04",
          "supports": "privacy"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "persefoni",
      "name": "Persefoni",
      "vendor": "Persefoni",
      "category": "Carbon accounting",
      "description": "Carbon accounting and climate disclosure management platform.",
      "url": "https://www.persefoni.com/",
      "pricingUrl": "https://www.persefoni.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "A free carbon accounting plan is offered. Paid plan figures were not published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "A free plan is offered; limits were not confirmed.",
      "features": [
        "Emissions accounting",
        "Disclosure reporting",
        "AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "climate-sustainability",
        "risk-compliance"
      ],
      "sectors": [
        "energy-utilities",
        "earth-climate-geospatial",
        "finance-insurance"
      ],
      "bestFor": "Sustainability teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.persefoni.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.persefoni.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "personify",
      "name": "personify",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "AI UGC creator videos for brands: read a brand, pick a reel format, draft scripts, quote and render.",
      "url": "https://personify.gg/",
      "pricingUrl": "https://personify.gg/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read a brand",
        "Pick a reel format",
        "Draft scripts",
        "Quote"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (gg.personify/personify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://personify.gg/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=gg.personify/personify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pganalyze",
      "name": "pganalyze",
      "vendor": "pganalyze",
      "category": "Query tuning",
      "description": "PostgreSQL performance monitoring with query and index advice.",
      "url": "https://pganalyze.com/",
      "pricingUrl": "https://pganalyze.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Production is $149 a month for one server. Scale is $399 for four servers, then $100 per server. Enterprise is by contacting sales.",
      "startingPrice": 149,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. A free trial is offered.",
      "features": [
        "Query analysis",
        "Index advisor",
        "EXPLAIN plans"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-tuning",
        "database-administration"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "PostgreSQL DBAs and backend teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://pganalyze.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://pganalyze.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "pgvector",
      "name": "pgvector",
      "vendor": "pgvector project",
      "category": "Vector database",
      "description": "Open-source PostgreSQL extension for storing and searching embeddings.",
      "url": "https://github.com/pgvector/pgvector",
      "pricingUrl": "https://github.com/pgvector/pgvector",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Vector column type",
        "Nearest-neighbour search",
        "Runs inside Postgres"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "vector-search",
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams that want vectors in their existing Postgres.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://github.com/pgvector/pgvector",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "phone-bud",
      "name": "Phone Bud",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "AI voice agents that make real phone calls: one number or a short list, with transcripts and notes.",
      "url": "https://www.phone-bud.com/",
      "pricingUrl": "https://www.phone-bud.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "One number or a short list",
        "Transcripts",
        "Notes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.phone-bud/phone-bud). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.phone-bud.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.phone-bud/phone-bud",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "photomath",
      "name": "Photomath",
      "vendor": "Google",
      "category": "Maths learning",
      "description": "Scan a maths problem to see explained step-by-step solutions.",
      "url": "https://photomath.com/",
      "pricingUrl": "https://photomath.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Problem scanning",
        "Step-by-step solutions",
        "Animated explanations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation",
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Students checking their working.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://photomath.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "photoroom",
      "name": "Photoroom",
      "vendor": "Photoroom",
      "category": "Product photography",
      "description": "AI photo editor for product images and marketplace listings.",
      "url": "https://www.photoroom.com/",
      "pricingUrl": "https://www.photoroom.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Background removal",
        "AI scenes",
        "Batch editing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos",
        "create-visuals"
      ],
      "sectors": [
        "freelance-creator-economy",
        "retail-ecommerce"
      ],
      "bestFor": "Resellers and small brands.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.photoroom.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "phrase",
      "name": "Phrase",
      "vendor": "Phrase",
      "category": "Localization",
      "description": "Translation management and machine translation orchestration for enterprises.",
      "url": "https://phrase.com/",
      "pricingUrl": "https://phrase.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Freelancer is 27 a month billed annually, in dollars by default with other currencies available. Higher plans were not confirmed on the reviewed page.",
      "startingPrice": 27,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. 14-day free trial.",
      "features": [
        "Translation management",
        "Machine translation routing",
        "Quality scoring"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services"
      ],
      "bestFor": "Language service managers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://phrase.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://phrase.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "phulax",
      "name": "Phulax",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Construction cost estimates for US jobs: materials, labor by trade, permits, schedule.",
      "url": "https://phulax.pro/",
      "pricingUrl": "https://phulax.pro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Materials",
        "Labor by trade",
        "Permits",
        "Schedule"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pro.phulax/phulax). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://phulax.pro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pro.phulax/phulax",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pictmagic",
      "name": "PictMagic",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "Generate marketplace product images from your product photos, with a quote you approve first.",
      "url": "https://pictmagic.com/",
      "pricingUrl": "https://pictmagic.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Product imagery",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pictmagic/pictmagic). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pictmagic.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pictmagic/pictmagic",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pigmentalab",
      "name": "PigmentaLab",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "DTF and textile pre-press: print check, background removal, upscaling, halftones and gang sheets.",
      "url": "https://pigmentalab.io/",
      "pricingUrl": "https://pigmentalab.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Print check",
        "Background removal",
        "Upscaling",
        "Halftones"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "fashion-apparel-design"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.pigmentalab/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pigmentalab.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.pigmentalab/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pii-shield",
      "name": "PII Shield",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Redact names, IDs, emails, phones and card numbers before they reach the model; restore them after.",
      "url": "https://piishield.ai/",
      "pricingUrl": "https://piishield.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Redact names",
        "IDs",
        "Emails",
        "Phones"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.piishield/pii-shield). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://piishield.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.piishield/pii-shield",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "pilot-next",
      "name": "Pilot-Next",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Flying club management: book aircraft, log Hobbs/Tacho hours, settle flights and check weather.",
      "url": "https://pilot-next.com/",
      "pricingUrl": "https://pilot-next.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Book aircraft",
        "Log Hobbs/Tacho hours",
        "Settle flights",
        "Check weather"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "sports-recreation"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pilot-next/pilot-next). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pilot-next.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pilot-next/pilot-next",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pindicate",
      "name": "Pindicate",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Send your work to clients for feedback. Get a review link, then read their pinned comments.",
      "url": "https://pindicate.com/",
      "pricingUrl": "https://pindicate.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Project & work management",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pindicate/pindicate). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pindicate.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pindicate/pindicate",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pinecone",
      "name": "Pinecone",
      "vendor": "Pinecone",
      "category": "Vector database",
      "description": "Managed vector database for search and retrieval in AI applications.",
      "url": "https://www.pinecone.io/",
      "pricingUrl": "https://www.pinecone.io/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Builder is $20 a month flat. The production plan has a $50 monthly minimum and a higher plan has a $500 minimum, then pay as you go.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "A Starter plan is offered; limits were not confirmed.",
      "features": [
        "Vector database",
        "Managed service",
        "Knowledge retrieval"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "vector-search"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building RAG applications.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.pinecone.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.pinecone.io/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "pingdeck-uptime-monitoring",
      "name": "PingDeck Uptime Monitoring",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Check if a website is up, SSL expiry and DNS. 24/7 uptime monitors. No account for a check.",
      "url": "https://getpingdeck.com/",
      "pricingUrl": "https://getpingdeck.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check if a website is up",
        "SSL expiry",
        "DNS"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getpingdeck/uptime). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getpingdeck.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getpingdeck/uptime",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pingstack",
      "name": "Pingstack",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Cron, uptime, DNS, SSL and domain monitoring. Manage checks, dashboards and alerts; read incidents.",
      "url": "https://pingstack.io/",
      "pricingUrl": "https://pingstack.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cron, uptime, DNS, SSL and domain monitoring",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.pingstack/pingstack). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pingstack.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.pingstack/pingstack",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pingwise",
      "name": "PingWise",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Uptime monitoring: read monitors, incidents and response times; create and change monitors.",
      "url": "https://pingwise.com/",
      "pricingUrl": "https://pingwise.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read monitors",
        "Incidents",
        "Response times",
        "Create"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pingwise/pingwise). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pingwise.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pingwise/pingwise",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pinpoint",
      "name": "Pinpoint",
      "vendor": "Google",
      "category": "Journalism research",
      "description": "Searches and analyses large document collections for journalists.",
      "url": "https://journaliststudio.google.com/pinpoint/about/",
      "pricingUrl": "https://journaliststudio.google.com/pinpoint/about/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Document search",
        "Entity extraction",
        "Audio transcription"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "humanities-archives"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Investigative journalists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://journaliststudio.google.com/pinpoint/about/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "pixelcut",
      "name": "Pixelcut",
      "vendor": "Pixelcut",
      "category": "Product photography",
      "description": "Background removal and AI product photos for small sellers.",
      "url": "https://www.pixelcut.ai/",
      "pricingUrl": "https://www.pixelcut.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $8 and Business $24 a month billed yearly, or $10 and $30 monthly.",
      "startingPrice": 8,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "$0 with limited background removal and upscaling.",
      "features": [
        "Background removal",
        "Product scenes",
        "Upscaling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos",
        "create-visuals"
      ],
      "sectors": [
        "freelance-creator-economy",
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers and social media freelancers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.pixelcut.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.pixelcut.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "pixelflow",
      "name": "PixelFlow",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Server-side conversion tracking for Meta, TikTok, etc. Set up tracking and ask about events.",
      "url": "https://pixelflow.so/",
      "pricingUrl": "https://pixelflow.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Server-side conversion tracking for Meta",
        "TikTok",
        "Etc"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.pixelflow/pixelflow). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pixelflow.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.pixelflow/pixelflow",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pixelgust",
      "name": "PixelGust",
      "vendor": "Not verified",
      "category": "Sustainability",
      "description": "Weather, climate, soil, terrain, fire and flood risk data for any point or polygon.",
      "url": "https://pixelgust.com/",
      "pricingUrl": "https://pixelgust.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Weather, climate, soil, terrain, fire and flood risk data for any point",
        "Sustainability"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "climate-sustainability",
        "geospatial-analysis"
      ],
      "sectors": [
        "earth-climate-geospatial"
      ],
      "bestFor": "Sustainability and climate teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pixelgust/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pixelgust.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pixelgust/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pixelwright",
      "name": "Pixelwright",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Browser pixel-art studio for game art with palettes, rigs, tiles, animation and engine exports. You can draw by hand or connect your own AI assistant.",
      "url": "https://pixelwright.app/",
      "pricingUrl": "https://pixelwright.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Palettes and colour ramps",
        "Character rigs and animation",
        "Tilesets",
        "Game engine exports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "game-development"
      ],
      "bestFor": "Game artists and designers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pixelwright.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/pixelwright",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pixieset",
      "name": "Pixieset",
      "vendor": "Pixieset",
      "category": "Photography business",
      "description": "Client galleries, websites and studio management for photographers.",
      "url": "https://pixieset.com/",
      "pricingUrl": "https://pixieset.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Client Gallery plans are $8, $16, $24 and $40 a month billed annually, or $10, $20, $30 and $50 monthly.",
      "startingPrice": 8,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "$0 a month with 3 GB of photo storage.",
      "features": [
        "Client galleries",
        "Print store",
        "Studio manager"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "edit-photos"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Wedding and portrait photographers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://pixieset.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://pixieset.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "pixilui-components",
      "name": "PixilUI components",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Search and install PixilUI React components for AI product UI into your app.",
      "url": "https://pixilui.com/",
      "pricingUrl": "https://pixilui.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and install PixilUI React components for AI product UI into your",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pixilui/pixilui). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pixilui.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pixilui/pixilui",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "placepoint-datasets",
      "name": "Placepoint Datasets",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Create, edit and analyse your own map datasets in Placepoint Fusion. Requires a Placepoint licence.",
      "url": "https://placepoint.no/",
      "pricingUrl": "https://placepoint.no/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit and analyse your own map datasets in Placepoint Fusion",
        "Geospatial data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "earth-climate-geospatial"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (no.placepoint/dataset). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://placepoint.no/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=no.placepoint/dataset",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "placesdataapi",
      "name": "PlacesDataAPI",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Real-time local business places, reviews, geocoding & contact emails MCP. OAuth or API key.",
      "url": "https://placesdataapi.com/",
      "pricingUrl": "https://placesdataapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time local business places",
        "Reviews",
        "Geocoding & contact emails MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.placesdataapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://placesdataapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.placesdataapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "plagio",
      "name": "plagio",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Real HTML, styles, measurements and brand tokens from any live site, for coding agents.",
      "url": "https://plagio.dev/",
      "pricingUrl": "https://plagio.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real HTML",
        "Styles",
        "Measurements",
        "Brand tokens from any live site"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.plagio/plagio). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://plagio.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.plagio/plagio",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "plainmail",
      "name": "Plainmail",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Email on your own domains: add a domain, write its DNS, create mailboxes, read and send mail.",
      "url": "https://plainmail.dev/",
      "pricingUrl": "https://plainmail.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Add a domain",
        "Write its DNS",
        "Create mailboxes",
        "Read"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.plainmail/mail). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://plainmail.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.plainmail/mail",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "plainquant",
      "name": "PlainQuant",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "What US stocks did after past market events, and trend/business scores for US and HK stocks.",
      "url": "https://plainquant.com/",
      "pricingUrl": "https://plainquant.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "What US stocks did after past market events",
        "And trend/business scores for US",
        "HK stocks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.plainquant/plainquant). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://plainquant.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.plainquant/plainquant",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "plainrouter",
      "name": "Plainrouter",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Meta Ads MCP: read ad accounts and signal health; propose governed changes under Ask or Full.",
      "url": "https://plainrouter.com/",
      "pricingUrl": "https://plainrouter.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read ad accounts",
        "Signal health",
        "Propose governed changes under Ask or Full"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.plainrouter/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://plainrouter.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.plainrouter/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "planelec-calculators",
      "name": "PlanElec Calculators",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "AREI cable sizing, Synergrid C10/26 inverter check, LED strip calculator. No account.",
      "url": "https://planelec.be/",
      "pricingUrl": "https://planelec.be/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AREI cable sizing",
        "Synergrid C10/26 inverter check",
        "LED strip calculator"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (be.planelec/calculators). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://planelec.be/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=be.planelec/calculators",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "planet",
      "name": "Planet",
      "vendor": "Planet Labs",
      "category": "Satellite imagery",
      "description": "Daily Earth observation imagery and analytics.",
      "url": "https://www.planet.com/",
      "pricingUrl": "https://www.planet.com/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Daily imagery",
        "Change detection",
        "Analytics feeds"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis",
        "climate-sustainability"
      ],
      "sectors": [
        "earth-climate-geospatial",
        "agriculture-forestry",
        "government-public-services"
      ],
      "bestFor": "Agencies and agri teams monitoring land.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.planet.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "planitude",
      "name": "Planitude",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Gantt and project planning: read and update plans, critical path, workload, risk.",
      "url": "https://planitude.app/",
      "pricingUrl": "https://planitude.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Update plans",
        "Critical path",
        "Workload"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.planitude/planitude). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://planitude.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.planitude/planitude",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "planningledger",
      "name": "PlanningLedger",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Search UK planning applications and documents, appeals, decision counts and Local Plan policies.",
      "url": "https://planningledger.com/",
      "pricingUrl": "https://planningledger.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search UK planning applications",
        "Documents",
        "Appeals",
        "Decision counts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.planningledger/planningledger). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://planningledger.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.planningledger/planningledger",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "plantix",
      "name": "Plantix",
      "vendor": "PEAT",
      "category": "Precision agriculture",
      "description": "Mobile crop advisory app that diagnoses plant diseases from photos.",
      "url": "https://plantix.net/en/",
      "pricingUrl": "https://plantix.net/en/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Disease diagnosis",
        "Crop advice",
        "Farmer community"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "precision-agriculture"
      ],
      "sectors": [
        "agriculture-forestry"
      ],
      "bestFor": "Smallholder farmers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://plantix.net/en/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "ploa",
      "name": "Ploa",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Ship apps for iPhone, iPad, Mac, Apple TV, Vision Pro and Android to the App Store and Google Play.",
      "url": "https://ploa.dev/",
      "pricingUrl": "https://ploa.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ship apps for iPhone",
        "IPad",
        "Mac",
        "Apple TV"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.ploa/ploa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ploa.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.ploa/ploa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "plushcap",
      "name": "Plushcap",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Research developer trends and competitor content across blogs, X, YouTube, and Hacker News.",
      "url": "https://www.plushcap.com/",
      "pricingUrl": "https://www.plushcap.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Research developer trends",
        "Competitor content across blogs",
        "YouTube",
        "And Hacker News"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.plushcap/plushcap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.plushcap.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.plushcap/plushcap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pocket-archive",
      "name": "Pocket Archive",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Search, read, upload and organize your private documents: receipts, contracts, tax records.",
      "url": "https://www.pocketarchive.io/",
      "pricingUrl": "https://www.pocketarchive.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Receipts",
        "Contracts",
        "Tax records"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.pocketarchive/pocket-archive). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.pocketarchive.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.pocketarchive/pocket-archive",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pocketshare",
      "name": "PocketShare",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Rent a real Android phone: install your build, see the screen, tap, type and read Logcat.",
      "url": "https://pocketshare.io/",
      "pricingUrl": "https://pocketshare.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Install your build",
        "See the screen",
        "Tap",
        "Type"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.pocketshare/pocketshare). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pocketshare.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.pocketshare/pocketshare",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pocketsmith",
      "name": "PocketSmith",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Work with transactions, budgets, forecasts and insights from the PocketSmith personal finance tool.",
      "url": "https://www.pocketsmith.com/",
      "pricingUrl": "https://www.pocketsmith.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Work with transactions",
        "Budgets",
        "Forecasts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pocketsmith/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.pocketsmith.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pocketsmith/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "podia",
      "name": "Podia",
      "vendor": "Podia",
      "category": "Online courses",
      "description": "Website, courses, downloads and email for small creators.",
      "url": "https://www.podia.com/",
      "pricingUrl": "https://www.podia.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Mover is $42, Shaker $84 and Earthquaker $150 a month, billed annually. Mover adds a 5% transaction fee.",
      "startingPrice": 42,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan. 14-day free trial.",
      "features": [
        "Courses",
        "Digital downloads",
        "Email"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "First-time course sellers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.podia.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.podia.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "pointrover",
      "name": "PointRover",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Supply-chain moves, tariffs, wages, rules and local market for a small business's AI, with sources.",
      "url": "https://pointrover.com/",
      "pricingUrl": "https://pointrover.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Supply-chain moves",
        "Tariffs",
        "Wages",
        "Rules"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pointrover/pointrover). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pointrover.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pointrover/pointrover",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "policyforge",
      "name": "Policyforge",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Generate, audit, and maintain legal policies that match what your code actually does.",
      "url": "https://policyforge.co/",
      "pricingUrl": "https://policyforge.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate, audit, and maintain legal policies that match what your code",
        "Legal research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research",
        "risk-compliance"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.policyforge/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://policyforge.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.policyforge/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "portara",
      "name": "Portara",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Norwegian rental property portfolio: KPIs, cash flow, rent roll, costs and review-gated proposals.",
      "url": "https://portara.no/",
      "pricingUrl": "https://portara.no/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "KPIs",
        "Cash flow",
        "Rent roll",
        "Costs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (no.portara/portara). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://portara.no/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=no.portara/portara",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "porter-metrics",
      "name": "Porter Metrics",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Hosted MCP server for 30+ marketing sources: Search Console, GA4, Google Ads, Meta Ads and more.",
      "url": "https://portermetrics.com/",
      "pricingUrl": "https://portermetrics.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search Console",
        "GA4",
        "Google Ads",
        "Meta Ads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.portermetrics/porter). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://portermetrics.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.portermetrics/porter",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "posit-rstudio",
      "name": "Posit (RStudio)",
      "vendor": "Posit",
      "category": "Statistical computing",
      "description": "Open-source data science tools for R and Python, including RStudio and Positron.",
      "url": "https://posit.co/",
      "pricingUrl": "https://posit.co/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "RStudio IDE",
        "Positron",
        "Shiny and Quarto"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "analyze-data"
      ],
      "sectors": [
        "mathematics-statistics",
        "universities-academic-research",
        "pharma-biotech",
        "economics-policy"
      ],
      "bestFor": "Statisticians and analysts working in R.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://posit.co/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "post-and-ghost",
      "name": "Post and Ghost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Post, thread, schedule and upload media to 9 social platforms from Claude, Cursor or any AI agent.",
      "url": "https://www.postandghost.com/",
      "pricingUrl": "https://www.postandghost.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Post, thread, schedule and upload media to 9 social platforms from",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postandghost/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.postandghost.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postandghost/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postatron",
      "name": "Postatron",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule, publish and measure social posts on X, Instagram, LinkedIn, TikTok, YouTube and more.",
      "url": "https://postatron.com/",
      "pricingUrl": "https://postatron.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule, publish and measure social posts on X, Instagram, LinkedIn",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postatron/postatron). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postatron.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postatron/postatron",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postclick-by-ppc-io",
      "name": "Postclick by PPC.io",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Landing page CRO for Google Ads and Meta ads: audit, fix the copy, answer objections, build pages.",
      "url": "https://ppc.io/",
      "pricingUrl": "https://ppc.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Audit",
        "Fix the copy",
        "Answer objections",
        "Build pages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.ppc/postclick-landing-page-cro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ppc.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.ppc/postclick-landing-page-cro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postclock",
      "name": "PostClock",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish posts to Instagram, Threads, TikTok, Facebook and Bluesky.",
      "url": "https://postclock.social/",
      "pricingUrl": "https://postclock.social/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish posts to Instagram, Threads, TikTok, Facebook",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (social.postclock/postclock). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postclock.social/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=social.postclock/postclock",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postd",
      "name": "postd",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Instagram carousel editor, moodboards and content calendar. Build posts from your brand kit.",
      "url": "https://postd.ai/",
      "pricingUrl": "https://postd.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Instagram carousel editor",
        "Moodboards",
        "Content calendar"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.postd/postd). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postd.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.postd/postd",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postdelegate",
      "name": "PostDelegate",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish social media posts from your AI assistant: channels, drafts, media, calendar.",
      "url": "https://postdelegate.com/",
      "pricingUrl": "https://postdelegate.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Channels",
        "Drafts",
        "Media",
        "Calendar"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postdelegate/postdelegate). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postdelegate.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postdelegate/postdelegate",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postdovo",
      "name": "PostDovo",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft, schedule and publish social media posts from your AI assistant.",
      "url": "https://postdovo.com/",
      "pricingUrl": "https://postdovo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, schedule and publish social media posts from your AI assistant",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postdovo/postdovo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postdovo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postdovo/postdovo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postemi",
      "name": "Postemi",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Write, preview and schedule social media posts to 37 platforms and apps, from Instagram to Bluesky.",
      "url": "https://postemi.com/",
      "pricingUrl": "https://postemi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write, preview and schedule social media posts to 37 platforms",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postemi/postemi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postemi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postemi/postemi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "posteveryplatform",
      "name": "PostEveryPlatform",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft and schedule social posts to 12 platforms, with owner approval on by default.",
      "url": "https://posteveryplatform.com/",
      "pricingUrl": "https://posteveryplatform.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft and schedule social posts to 12 platforms, with owner approval",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.posteveryplatform/posteveryplatform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://posteveryplatform.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.posteveryplatform/posteveryplatform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postfjord",
      "name": "Postfjord",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Plan and schedule social posts, answer DMs and draft email campaigns for a small business.",
      "url": "https://postfjord.com/",
      "pricingUrl": "https://postfjord.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan and schedule social posts, answer DMs and draft email campaigns",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postfjord/postfjord). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postfjord.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postfjord/postfjord",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postgate-ai",
      "name": "Postgate AI",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Postgate AI: Exchange mail, calendar, contacts and tasks - on-prem, hybrid, Online, per-user rights.",
      "url": "https://postgate-ai.com/",
      "pricingUrl": "https://postgate-ai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Exchange mail",
        "Calendar",
        "Contacts",
        "Tasks - on-prem"
      ],
      "integrations": [],
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        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postgate-ai/microsoft-exchange). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postgate-ai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postgate-ai/microsoft-exchange",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postify",
      "name": "Postify",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule, publish, and analyze social posts across 11 platforms from any MCP client.",
      "url": "https://usepostify.com/",
      "pricingUrl": "https://usepostify.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule, publish, and analyze social posts across 11 platforms from",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.usepostify/postify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usepostify.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.usepostify/postify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postman",
      "name": "Postman",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Give your AI agents trusted access to the full Postman platform.",
      "url": "https://www.postman.com/",
      "pricingUrl": "https://www.postman.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postman/postman-mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.postman.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postman/postman-mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postmarkr",
      "name": "Postmarkr",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Prepare physical letters and check their status. Review and pay on Postmarkr before mailing.",
      "url": "https://postmarkr.com/",
      "pricingUrl": "https://postmarkr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prepare physical letters",
        "Check their status"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postmarkr/letters). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postmarkr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postmarkr/letters",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postmately",
      "name": "Postmately",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Make carousels and short videos, schedule and publish social posts, read post metrics.",
      "url": "https://postmately.com/",
      "pricingUrl": "https://postmately.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Make carousels",
        "Short videos",
        "Schedule",
        "Publish social posts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postmately/postmately). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postmately.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postmately/postmately",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postmoderno",
      "name": "postmoderno",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish posts to Bluesky, Mastodon, X / Twitter and LinkedIn by asking your AI agent.",
      "url": "https://postmoderno.io/",
      "pricingUrl": "https://postmoderno.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish posts to Bluesky, Mastodon, X / Twitter",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.postmoderno/postmoderno). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postmoderno.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.postmoderno/postmoderno",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postnimbo",
      "name": "PostNimbo",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule social posts to 30+ networks, answer the inbox and run chat automations.",
      "url": "https://postnimbo.com/",
      "pricingUrl": "https://postnimbo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule social posts to 30+ networks",
        "Answer the inbox",
        "Run chat automations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postnimbo/postnimbo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postnimbo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postnimbo/postnimbo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postnitro",
      "name": "PostNitro",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Create carousels, image posts and slide videos from brand kits and schedule them to social media.",
      "url": "https://postnitro.ai/",
      "pricingUrl": "https://postnitro.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create carousels",
        "Image posts",
        "Slide videos from brand kits",
        "Schedule them to social media"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.postnitro/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postnitro.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.postnitro/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postonce",
      "name": "PostOnce",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft social posts from your AI assistant; schedules or publishes only after you confirm.",
      "url": "https://postonce.app/",
      "pricingUrl": "https://postonce.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft social posts from your AI assistant",
        "Schedules or publishes only after you confirm"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.postonce/postonce). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postonce.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.postonce/postonce",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postpiper",
      "name": "PostPiper",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage social accounts, drafts, images, publishing, and scheduling with PostPiper.",
      "url": "https://www.postpiper.ai/",
      "pricingUrl": "https://www.postpiper.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage social accounts",
        "Drafts",
        "Images",
        "Publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.postpiper/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.postpiper.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.postpiper/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postrelay",
      "name": "PostRelay",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Let your AI post one approved creative to X, LinkedIn, Instagram, YouTube, TikTok and Facebook.",
      "url": "https://post-relay.io/",
      "pricingUrl": "https://post-relay.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Let your AI post one approved creative to X",
        "LinkedIn",
        "Instagram",
        "YouTube"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.post-relay/postrelay). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://post-relay.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.post-relay/postrelay",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "postsprout",
      "name": "PostSprout",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Manage your blog ideas, article schedule, writing runs and draft approvals from your AI app.",
      "url": "https://postsprout.app/",
      "pricingUrl": "https://postsprout.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage your blog ideas",
        "Article schedule",
        "Writing runs",
        "Draft approvals from your AI app"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.postsprout/postsprout). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postsprout.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.postsprout/postsprout",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pourwire",
      "name": "PourWire",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Restaurants and bars about to open in 22 US metros, from new liquor license filings. No key needed.",
      "url": "https://pourwire.com/",
      "pricingUrl": "https://pourwire.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Restaurants and bars about to open in 22 US metros, from new liquor",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pourwire/pourwire). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pourwire.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pourwire/pourwire",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "power-bi",
      "name": "Microsoft Power BI with Copilot",
      "vendor": "Microsoft",
      "category": "Business intelligence",
      "description": "Business intelligence reports and dashboards with Copilot assistance for exploring data, writing summaries, and generating reports.",
      "url": "https://www.microsoft.com/en-us/microsoft-fabric/features/power-bi",
      "pricingUrl": "https://www.microsoft.com/en-us/microsoft-fabric/features/power-bi/pricing",
      "pricingModel": "Usage based",
      "pricingSummary": "Power BI Pro is $14/user/month paid yearly, but Copilot additionally requires eligible paid Fabric or Premium capacity. Total AI cost varies.",
      "startingPrice": null,
      "currency": null,
      "billing": "usage",
      "freePlan": "Free account supports report creation; it is not sufficient for Copilot's paid-capacity requirements.",
      "features": [
        "Interactive dashboards",
        "Natural-language data questions",
        "AI report generation",
        "Narrative summaries",
        "DAX assistance"
      ],
      "integrations": [
        "Microsoft Fabric"
      ],
      "platforms": [
        "Web",
        "Windows"
      ],
      "tasks": [
        "analyze-data"
      ],
      "bestFor": "Analysts and business leaders working with governed organizational datasets.",
      "limitations": [
        "Copilot requires supported paid capacity and administrator enablement.",
        "Some Copilot experiences are previews; data models need preparation."
      ],
      "verificationNotes": "Product, pricing, and Microsoft Learn Copilot requirements opened. Base Pro price is not presented as the starting price for Copilot.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.microsoft.com/en-us/microsoft-fabric/features/power-bi",
          "label": "Microsoft Power BI with Copilot official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.microsoft.com/en-us/microsoft-fabric/features/power-bi/pricing",
          "label": "Microsoft Power BI with Copilot official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction",
          "label": "Copilot capabilities and requirements",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "power-my-analytics",
      "name": "Power My Analytics",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Query warehoused Google Ads, Meta, GA4, Shopify, HubSpot and 85+ marketing sources in one place.",
      "url": "https://www.powermyanalytics.com/",
      "pricingUrl": "https://www.powermyanalytics.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query warehoused Google Ads",
        "Meta",
        "GA4",
        "Shopify"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.powermyanalytics/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.powermyanalytics.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.powermyanalytics/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ppc-ad-editor",
      "name": "PPC Ad Editor",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Preview Google Search, PMax, Display, YouTube, Meta and LinkedIn ad mockups in chat. No sign-in.",
      "url": "https://www.ppcadeditor.com/",
      "pricingUrl": "https://www.ppcadeditor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Preview Google Search",
        "PMax",
        "Display",
        "YouTube"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ppcadeditor/ppc-ad-editor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.ppcadeditor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ppcadeditor/ppc-ad-editor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ppwr-connect",
      "name": "PPWR Connect",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "PPWR (EU 2025/40) packaging compliance: SKUs, recyclability grades, DoCs and supplier evidence.",
      "url": "https://ppwrconnect.com/",
      "pricingUrl": "https://ppwrconnect.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SKUs",
        "Recyclability grades",
        "DoCs",
        "Supplier evidence"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "fmcg-consumer-goods"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.ppwrconnect/ppwr-connect). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ppwrconnect.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.ppwrconnect/ppwr-connect",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "praesago-uk-property-data",
      "name": "Praesago UK property data",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "UK property area data for England and Wales: prices, rents, crime, flood risk, live listings.",
      "url": "https://praesago.com/",
      "pricingUrl": "https://praesago.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prices",
        "Rents",
        "Crime",
        "Flood risk"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.praesago/praesago). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://praesago.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.praesago/praesago",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "prax-data-services",
      "name": "Prax Data Services",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Screen wallets, transfers and sanctions for any agent that moves money.",
      "url": "https://orabrain.com/",
      "pricingUrl": "https://orabrain.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Screen wallets",
        "Transfers",
        "Sanctions for any agent that moves money"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.orabrain/prax-data-services). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://orabrain.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.orabrain/prax-data-services",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "precleared-contact-check",
      "name": "Precleared Contact Check",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Cold email compliance check, 14 countries: per-address verdict, rule cited, signed receipt.",
      "url": "https://precleared.dev/",
      "pricingUrl": "https://precleared.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Per-address verdict",
        "Rule cited",
        "Signed receipt"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.precleared/contact-check). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://precleared.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.precleared/contact-check",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "preply",
      "name": "Preply",
      "vendor": "Preply",
      "category": "Online tutoring marketplace",
      "description": "Marketplace connecting tutors with language learners.",
      "url": "https://preply.com/",
      "pricingUrl": "https://preply.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tutor marketplace",
        "Lesson tools",
        "AI lesson insights"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online",
        "translate-localize"
      ],
      "sectors": [
        "freelance-creator-economy",
        "education-learning"
      ],
      "bestFor": "Independent language tutors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://preply.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "presentations-ai",
      "name": "Presentations.AI",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Create designed slide decks from a prompt, notes, or an outline, then export them or share a link.",
      "url": "https://presentations.ai/",
      "pricingUrl": "https://presentations.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create designed slide decks from a prompt",
        "Notes",
        "An outline",
        "Then export them or share a link"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.presentations/presentations-ai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://presentations.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.presentations/presentations-ai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "preset",
      "name": "Preset",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Connect AI assistants to Preset to explore data, charts, and dashboards in authorized workspaces.",
      "url": "https://preset.io/",
      "pricingUrl": "https://preset.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect AI assistants to Preset to explore data",
        "Charts",
        "And dashboards in authorized workspaces"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.preset/mcp-gateway). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://preset.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.preset/mcp-gateway",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pressmark",
      "name": "Pressmark",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Create PDF invoices, estimates, contracts, and real estate documents. (mooshworks.com)",
      "url": "https://pressmark.dev/",
      "pricingUrl": "https://pressmark.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create PDF invoices",
        "Estimates",
        "Contracts",
        "And real estate documents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.pressmark/pressmark). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pressmark.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.pressmark/pressmark",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "preventionlabs",
      "name": "Preventionlabs",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "See what's wrong with a live website from the outside, with proof: uptime, DNS, HTTPS, leaked files.",
      "url": "https://preventionlabs.com.au/",
      "pricingUrl": "https://preventionlabs.com.au/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Uptime",
        "DNS",
        "HTTPS",
        "Leaked files"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (au.com.preventionlabs/preventionlabs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://preventionlabs.com.au/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=au.com.preventionlabs/preventionlabs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "prilago",
      "name": "Prilago",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Primary-filing LP commitments (35,024 records, 4,320 LPs), 578 GP rosters & GP-LP Matchmaker.",
      "url": "https://prilago.com/",
      "pricingUrl": "https://prilago.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.prilago/lp-intelligence). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://prilago.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.prilago/lp-intelligence",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "priomate",
      "name": "Priomate",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Read and manage your Priomate tasks, notes, inbox, team projects and time tracking.",
      "url": "https://priomate.com/",
      "pricingUrl": "https://priomate.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and manage your Priomate tasks, notes, inbox, team projects",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.priomate/priomate). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://priomate.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.priomate/priomate",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "prisma-reviews",
      "name": "Prisma Reviews",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "AI reads Airbnb, Booking.com, Google Maps, App Store, Viator and 79 more; replies where allowed.",
      "url": "https://prismareviews.com/",
      "pricingUrl": "https://prismareviews.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI reads Airbnb",
        "Booking.com",
        "Google Maps",
        "App Store"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.prismareviews/reviews). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://prismareviews.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.prismareviews/reviews",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "procore",
      "name": "Procore",
      "vendor": "Procore",
      "category": "Construction management",
      "description": "Construction management platform with AI assistants for project data.",
      "url": "https://www.procore.com/en-sg",
      "pricingUrl": "https://www.procore.com/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Project management",
        "Document search",
        "Field reporting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "General contractors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.procore.com/en-sg",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.procore.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "producerspark",
      "name": "ProducerSpark",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Get meetings with important people: find them, business emails, LinkedIn and email automation.",
      "url": "https://producerspark.com/",
      "pricingUrl": "https://producerspark.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find them",
        "Business emails",
        "LinkedIn",
        "Email automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.producerspark/producerspark). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://producerspark.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.producerspark/producerspark",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "product-aura",
      "name": "Product Aura",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "Listing and ad images for Amazon, Etsy, Shopify, TikTok Shop and social ads, from one product photo.",
      "url": "https://productaura.co/",
      "pricingUrl": "https://productaura.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Listing and ad images for Amazon, Etsy, Shopify, TikTok Shop and social",
        "Product imagery"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.productaura/productaura). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://productaura.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.productaura/productaura",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "productboard",
      "name": "Productboard",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Analyze customer feedback, develop your product roadmap, and automate product ops.",
      "url": "https://productboard.com/",
      "pricingUrl": "https://productboard.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Analyze customer feedback",
        "Develop your product roadmap",
        "And automate product ops"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.productboard/productboard). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://productboard.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.productboard/productboard",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "profils-ai",
      "name": "profils.ai",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Every active French company by SIREN: search, full fiche, and filed PDFs per fetch by agents.",
      "url": "https://profils.ai/",
      "pricingUrl": "https://profils.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Full fiche",
        "And filed PDFs per fetch by agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.profils/registry). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://profils.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.profils/registry",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "programmable",
      "name": "Programmable",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find companies from public records, enrich domains, find work-email formats and run sales agents.",
      "url": "https://programmable.info/",
      "pricingUrl": "https://programmable.info/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find companies from public records",
        "Enrich domains",
        "Find work-email formats",
        "Run sales agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (info.programmable/programmable). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://programmable.info/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=info.programmable/programmable",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "projectory",
      "name": "Projectory",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Find UAE off-plan developments, registered residential sales and research reports.",
      "url": "https://projectory.ae/",
      "pricingUrl": "https://projectory.ae/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find UAE off-plan developments",
        "Registered residential sales",
        "Research reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ae.projectory/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://projectory.ae/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ae.projectory/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "prometiam-risk-intelligence",
      "name": "Prometiam Risk Intelligence",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Company data and KYB API for 36 countries: monitoring, financial statements, insolvency, sanctions.",
      "url": "https://www.prometiam.com/",
      "pricingUrl": "https://www.prometiam.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Monitoring",
        "Financial statements",
        "Insolvency",
        "Sanctions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.prometiam/risk-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.prometiam.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.prometiam/risk-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "promopilot",
      "name": "PromoPilot",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Social posts, inbox, CRM, email, Meta and Google ads, funnels and websites for your brands.",
      "url": "https://promo-pilot.com/",
      "pricingUrl": "https://promo-pilot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Social posts",
        "Inbox",
        "CRM",
        "Email"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.promo-pilot/promopilot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://promo-pilot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.promo-pilot/promopilot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "prompt-saver",
      "name": "Prompt Saver",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Your versioned prompt library: search, read, save and version prompts from Claude Code.",
      "url": "https://promptsaver.online/",
      "pricingUrl": "https://promptsaver.online/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Read",
        "Save",
        "Version prompts from Claude Code"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (online.promptsaver/prompt-saver). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://promptsaver.online/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=online.promptsaver/prompt-saver",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "promptguard",
      "name": "PromptGuard",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Scan prompts for injection attacks, redact PII, and audit LLM SDK usage from any MCP client.",
      "url": "https://promptguard.co/",
      "pricingUrl": "https://promptguard.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scan prompts for injection attacks",
        "Redact PII",
        "And audit LLM SDK usage from any MCP client"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.promptguard/security). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://promptguard.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.promptguard/security",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "promu",
      "name": "Promu",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Finds B2B prospects, researches each one and writes personalised cold emails in your voice.",
      "url": "https://promu.ai/",
      "pricingUrl": "https://promu.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Lead finder",
        "Prospect research",
        "Cold email drafting",
        "Outreach sequences"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://promu.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/promu",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "promvia",
      "name": "Promvia",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI search visibility: where ChatGPT, Perplexity, Gemini and Google AI cite you. OAuth sign-in.",
      "url": "https://promvia.app/",
      "pricingUrl": "https://promvia.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Where ChatGPT",
        "Perplexity",
        "Gemini",
        "Google AI cite you"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.promvia/promvia). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://promvia.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.promvia/promvia",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pronova-sales-for-hubspot",
      "name": "Pronova Sales for HubSpot",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Sales-rep jobs on your HubSpot CRM: daily brief, triage, call prep, forecast. Writes need approval.",
      "url": "https://pronovahq.com/",
      "pricingUrl": "https://pronovahq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Daily brief",
        "Triage",
        "Call prep",
        "Forecast"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pronovahq/pronova-sales-hubspot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pronovahq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pronovahq/pronova-sales-hubspot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "proof-holdings",
      "name": "Proof Holdings",
      "vendor": "Not verified",
      "category": "Security",
      "description": "One API, all things verified control, delegation, human approval, anti-impersonation.",
      "url": "https://proof.holdings/",
      "pricingUrl": "https://proof.holdings/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "One API",
        "All things verified control",
        "Delegation",
        "Human approval"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (holdings.proof/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://proof.holdings/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=holdings.proof/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "proofie-coach",
      "name": "Proofie Coach",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read your Proofie report on AI visibility and AI agents, and fix each finding on your site.",
      "url": "https://tryproofie.com/",
      "pricingUrl": "https://tryproofie.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your Proofie report on AI visibility",
        "AI agents",
        "And fix each finding on your site"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tryproofie/coach). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tryproofie.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tryproofie/coach",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "proofsnap",
      "name": "ProofSnap",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Capture web pages as signed, timestamped evidence; compare, watch and verify them.",
      "url": "https://getproofsnap.com/",
      "pricingUrl": "https://getproofsnap.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Capture web pages as signed",
        "Timestamped evidence",
        "Compare",
        "Watch"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getproofsnap/proofsnap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getproofsnap.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getproofsnap/proofsnap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "propform",
      "name": "propform",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Web form builder for the onOffice real estate CRM: forms, rules, PDFs and e-signatures.",
      "url": "https://propform.io/",
      "pricingUrl": "https://propform.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Forms",
        "Rules",
        "PDFs",
        "E-signatures"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.propform/propform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://propform.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.propform/propform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "prophet",
      "name": "Prophet",
      "vendor": "Meta",
      "category": "Forecasting",
      "description": "Open-source forecasting procedure for time series with strong seasonal effects.",
      "url": "https://github.com/facebook/prophet",
      "pricingUrl": "https://github.com/facebook/prophet",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Seasonal forecasting",
        "Holiday effects",
        "Python and R"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "statistics-modelling"
      ],
      "sectors": [
        "economics-policy",
        "retail-ecommerce",
        "mathematics-statistics"
      ],
      "bestFor": "Analysts creating business forecasts.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://github.com/facebook/prophet",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "propost",
      "name": "ProPost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft, schedule and publish social posts to 12 networks from your AI assistant, in your own voice.",
      "url": "https://www.propost-ai.com/",
      "pricingUrl": "https://www.propost-ai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, schedule and publish social posts to 12 networks from your AI",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.propost-ai/propost). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.propost-ai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.propost-ai/propost",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "prospectapis",
      "name": "ProspectAPIs",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Funding rounds, LinkedIn data and actions, email verification and cited research briefs.",
      "url": "https://prospectapis.com/",
      "pricingUrl": "https://prospectapis.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Funding rounds",
        "LinkedIn data",
        "Actions",
        "Email verification"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.prospectapis/prospectapis-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://prospectapis.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.prospectapis/prospectapis-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "protegee",
      "name": "Protegee",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Plan, write, render and schedule short-form social videos, carousels and threads for your brand.",
      "url": "https://protegee.studio/",
      "pricingUrl": "https://protegee.studio/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan, write, render and schedule short-form social videos, carousels",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "create-video-audio"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (studio.protegee/protegee). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://protegee.studio/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=studio.protegee/protegee",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "protojoint",
      "name": "ProtoJoint",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Browser CAD for AI: model parts, add joints, export STEP or STL, or robots as URDF, SDF and MJCF.",
      "url": "https://protojoint.ai/",
      "pricingUrl": "https://protojoint.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Model parts",
        "Add joints",
        "Export STEP or STL",
        "Robots as URDF"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.protojoint/protojoint). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://protojoint.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.protojoint/protojoint",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ptally",
      "name": "Ptally",
      "vendor": "Not verified",
      "category": "Insurance",
      "description": "Insurance pricing: build, validate and test rating models, then price quotes from your AI client.",
      "url": "https://ptally.ai/",
      "pricingUrl": "https://ptally.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build",
        "Validate",
        "Test rating models",
        "Then price quotes from your AI client"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial"
      ],
      "sectors": [
        "insurance-actuarial"
      ],
      "bestFor": "Insurance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ptally/ptally). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ptally.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ptally/ptally",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ptdata",
      "name": "PtData",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Point-in-time US equity fundamentals for quants and AI agents.",
      "url": "https://ptdata.io/",
      "pricingUrl": "https://ptdata.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Point-in-time US equity fundamentals for quants",
        "AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.ptdata/ptdata). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ptdata.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.ptdata/ptdata",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "publicwww",
      "name": "PublicWWW",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Search the source code (HTML, JavaScript, CSS) of web pages.",
      "url": "https://publicwww.com/",
      "pricingUrl": "https://publicwww.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.publicwww/publicwww). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://publicwww.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.publicwww/publicwww",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "publishq",
      "name": "PublishQ",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish posts, organize media into folders, and keep each brand in its own workspace.",
      "url": "https://publishq.com/",
      "pricingUrl": "https://publishq.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish posts, organize media into folders, and keep each",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.publishq/publishq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://publishq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.publishq/publishq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pullwire",
      "name": "Pullwire",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Local business leads with email and phone, plus hiring and ad signals. For you or your AI agent.",
      "url": "https://pullwire.dev/",
      "pricingUrl": "https://pullwire.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Local business leads with email",
        "Phone",
        "Hiring",
        "Ad signals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.pullwire/pullwire). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pullwire.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.pullwire/pullwire",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pushbuild-data-apis",
      "name": "Pushbuild Data APIs",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Search and call 422 official public-data APIs: elections, courts, permits, SEC filings.",
      "url": "https://pushbuild.com/",
      "pricingUrl": "https://pushbuild.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Elections",
        "Courts",
        "Permits",
        "SEC filings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pushbuild/data-apis). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pushbuild.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pushbuild/data-apis",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pushwing",
      "name": "Pushwing",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Publish to your YouTube and Instagram accounts: schedule posts, read analytics and manage comments.",
      "url": "https://pushwing.com/",
      "pricingUrl": "https://pushwing.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule posts",
        "Read analytics",
        "Manage comments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.pushwing/pushwing). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pushwing.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.pushwing/pushwing",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pylot-ai",
      "name": "Pylot AI",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft, schedule and publish on-brand social posts and images for a small business from any AI agent.",
      "url": "https://www.getpylot.com/",
      "pricingUrl": "https://www.getpylot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, schedule and publish on-brand social posts and images",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.getpylot/pylot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.getpylot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.getpylot/pylot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pylote",
      "name": "Pylote",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Search freelance tech missions in France, see which recruiters viewed your profile, update it.",
      "url": "https://pylote.io/",
      "pricingUrl": "https://pylote.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search freelance tech missions in France",
        "See which recruiters viewed your profile",
        "Update it"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.pylote/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://pylote.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.pylote/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "pymc",
      "name": "PyMC",
      "vendor": "PyMC Labs and community",
      "category": "Bayesian modelling",
      "description": "Open-source Python library for probabilistic programming and Bayesian inference.",
      "url": "https://www.pymc.io/",
      "pricingUrl": "https://www.pymc.io/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Probabilistic programming",
        "Variational inference",
        "ArviZ diagnostics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling"
      ],
      "sectors": [
        "mathematics-statistics",
        "economics-policy",
        "marketing-advertising"
      ],
      "bestFor": "Data scientists doing Bayesian analysis.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.pymc.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "qaema-menu",
      "name": "Qaema Menu",
      "vendor": "Not verified",
      "category": "Restaurant operations",
      "description": "Build and update Arabic & English QR menus for cafés and restaurants: items, prices, allergens.",
      "url": "https://qaema.ai/",
      "pricingUrl": "https://qaema.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Items",
        "Prices",
        "Allergens"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Restaurant operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.qaema/menu). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://qaema.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.qaema/menu",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "qase-test-management",
      "name": "Qase Test Management",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Official MCP server for Qase manage test cases, runs, suites, defects via AI tools.",
      "url": "https://qase.io/",
      "pricingUrl": "https://qase.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Official MCP server for Qase manage test cases",
        "Runs",
        "Suites",
        "Defects via AI tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.qase/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://qase.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.qase/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "qbash",
      "name": "qbash",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Build and run AI cloud functions in Python, with shared memories and connected services.",
      "url": "https://qbash.com/",
      "pricingUrl": "https://qbash.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and run AI cloud functions in Python, with shared memories",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.qbash/qbash). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://qbash.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.qbash/qbash",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "qdrant",
      "name": "Qdrant",
      "vendor": "Qdrant",
      "category": "Vector database",
      "description": "Open-source vector search engine and database.",
      "url": "https://qdrant.tech/",
      "pricingUrl": "https://qdrant.tech/pricing/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Vector search",
        "Payload filtering",
        "Self hosting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "vector-search"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Engineers needing filtered vector search.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://qdrant.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "qgis",
      "name": "QGIS",
      "vendor": "QGIS Project",
      "category": "Geospatial analysis",
      "description": "Free open-source desktop GIS for editing and analysing spatial data.",
      "url": "https://qgis.org/",
      "pricingUrl": "https://qgis.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Desktop GIS",
        "Plugins",
        "Python scripting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "earth-climate-geospatial",
        "universities-academic-research",
        "water-waste-environment"
      ],
      "bestFor": "Anyone doing GIS without licence costs.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://qgis.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "qqq-ai-visibility-checker",
      "name": "QQQ AI Visibility Checker",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?",
      "url": "https://qqq.ee/",
      "pricingUrl": "https://qqq.ee/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Can AI crawlers read a site",
        "And do ChatGPT",
        "Gemini",
        "Perplexity cite it?"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ee.qqq/ai-visibility). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://qqq.ee/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ee.qqq/ai-visibility",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "qrvow",
      "name": "QRVow",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Create, edit and track dynamic QR codes that never stop working, with scan stats.",
      "url": "https://www.qrvow.com/",
      "pricingUrl": "https://www.qrvow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit and track dynamic QR codes that never stop working",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.qrvow/qrvow). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.qrvow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.qrvow/qrvow",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "qualtrics",
      "name": "Qualtrics",
      "vendor": "Qualtrics",
      "category": "Survey research",
      "description": "Survey and experience management with AI-supported analysis of responses.",
      "url": "https://www.qualtrics.com/",
      "pricingUrl": "https://www.qualtrics.com/pricing/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Survey design",
        "Text analytics",
        "Experience data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis",
        "analyze-data"
      ],
      "sectors": [
        "universities-academic-research",
        "marketing-advertising",
        "social-sciences-humanities"
      ],
      "bestFor": "Researchers and insight teams running surveys.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.qualtrics.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.qualtrics.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "quantconnect",
      "name": "QuantConnect",
      "vendor": "QuantConnect",
      "category": "Quantitative finance",
      "description": "Algorithmic trading research platform built on the open-source LEAN engine.",
      "url": "https://www.quantconnect.com/",
      "pricingUrl": "https://www.quantconnect.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Backtesting",
        "Research notebooks",
        "Live deployment"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "statistics-modelling"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Quant researchers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.quantconnect.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "quantwright",
      "name": "QuantWright",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Backtests with costs, a held-out test that counts once, a score that counts every version tried.",
      "url": "https://quantwright.com/",
      "pricingUrl": "https://quantwright.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Backtests with costs",
        "A held-out test that counts once",
        "A score that counts every version tried"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.quantwright/agent-api). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://quantwright.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.quantwright/agent-api",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "quattr",
      "name": "Quattr",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Analyze SEO and AI visibility, compare competitors, and find growth opportunities with Quattr data.",
      "url": "https://www.quattr.com/",
      "pricingUrl": "https://www.quattr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Analyze SEO",
        "AI visibility",
        "Compare competitors",
        "And find growth opportunities with Quattr data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.quattr/ai-visibility). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.quattr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.quattr/ai-visibility",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "queryatlas",
      "name": "QueryAtlas",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Query selected Google and Bing analytics, search, and advertising reports through MCP.",
      "url": "https://queryatlas.app/",
      "pricingUrl": "https://queryatlas.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query selected Google",
        "Bing analytics",
        "Search",
        "And advertising reports through MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.queryatlas/queryatlas). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://queryatlas.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.queryatlas/queryatlas",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "querydesk",
      "name": "QueryDesk",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "Governed SQL access to your databases: redaction, query review and an audit log.",
      "url": "https://querydesk.com/",
      "pricingUrl": "https://querydesk.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Redaction",
        "Query review",
        "An audit log"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.querydesk/querydesk). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://querydesk.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.querydesk/querydesk",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "queue-callback",
      "name": "Queue CallBack",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Reporting, callback operations, queue settings and Custom IVR flows for RingCentral call queues.",
      "url": "https://queuecallback.com/",
      "pricingUrl": "https://queuecallback.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reporting, callback operations, queue settings and Custom IVR flows",
        "Customer support"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.queuecallback/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://queuecallback.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.queuecallback/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "queuesim",
      "name": "QueueSim",
      "vendor": "Not verified",
      "category": "Statistics",
      "description": "Queueing simulation: M/M/c, staffing, Erlang C checks, and multi-step models built from nodes.",
      "url": "https://queuesim.com/",
      "pricingUrl": "https://queuesim.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "M/M/c",
        "Staffing",
        "Erlang C checks",
        "And multi-step models built from nodes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling"
      ],
      "sectors": [
        "mathematics-statistics"
      ],
      "bestFor": "Analysts doing statistics.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.queuesim/public). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://queuesim.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.queuesim/public",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "quickbooks-intuit-intelligence",
      "name": "QuickBooks Intuit Intelligence",
      "vendor": "Intuit",
      "category": "Business finance",
      "description": "Use business-data-aware chat and accounting automation inside QuickBooks to organize transactions and explore financial questions.",
      "url": "https://quickbooks.intuit.com/learn-support/en-us/help-article/intuit-assist/introducing-intuit-intelligence/L189976Da_US_en_US",
      "pricingUrl": "https://quickbooks.intuit.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "US QuickBooks Simple Start is US$38/month before introductory discounts and includes limited Intuit Intelligence. Additional chat prompts are US$10/month; higher plans add capabilities.",
      "startingPrice": 38,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "QuickBooks Free exists, but the reviewed pricing page lists Intuit Intelligence under paid Simple Start and higher plans.",
      "features": [
        "Financial question answering",
        "Transaction categorization",
        "Bookkeeping automation",
        "Plan-dependent financial insights"
      ],
      "integrations": [
        "QuickBooks Online"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "finance-accounting",
        "analyze-data",
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Small-business owners, bookkeepers, finance managers, and accountants using QuickBooks.",
      "limitations": [
        "Features vary by country and subscription; some are in beta.",
        "Accountants or responsible business owners must verify financial records and decisions."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://quickbooks.intuit.com/learn-support/en-us/help-article/intuit-assist/introducing-intuit-intelligence/L189976Da_US_en_US",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://quickbooks.intuit.com/pricing/",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Uses current Intuit Intelligence branding rather than the older Intuit Assist name. Price is the US regular subscription rate, not the temporary 50% promotion.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "quietdiff",
      "name": "QuietDiff",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Monitor web pages for price, stock or text changes; low-noise alerts via MCP, API and webhooks.",
      "url": "https://quietdiff.com/",
      "pricingUrl": "https://quietdiff.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Monitor web pages for price",
        "Stock or text changes",
        "Low-noise alerts via MCP",
        "API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.quietdiff/quietdiff). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://quietdiff.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.quietdiff/quietdiff",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "quinzu",
      "name": "Quinzu",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Read-only attendance, hours and punctuality from a business's Quinzu time clock.",
      "url": "https://quinzu.com/",
      "pricingUrl": "https://quinzu.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only attendance",
        "Hours",
        "Punctuality from a business's Quinzu time clock"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.quinzu/quinzu). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://quinzu.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.quinzu/quinzu",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "quiqsol",
      "name": "QuiQSol",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Work in QuiQSol from any AI agent: CRM, Help Desk, inbox, invoices, projects, forms and analytics.",
      "url": "https://quiqsol.com/",
      "pricingUrl": "https://quiqsol.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CRM",
        "Help Desk",
        "Inbox",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.quiqsol/quiqsol). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://quiqsol.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.quiqsol/quiqsol",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "quizlet",
      "name": "Quizlet",
      "vendor": "Quizlet",
      "category": "Study tools",
      "description": "Flashcards and AI-assisted study tools for learners.",
      "url": "https://quizlet.com/",
      "pricingUrl": "https://quizlet.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Flashcards",
        "Practice tests",
        "Study guides"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning",
        "universities-academic-research"
      ],
      "bestFor": "Students revising.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://quizlet.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "r-sti-threat-intel",
      "name": "Rösti Threat Intel",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Look up IOCs and search threat-intel reports, YARA rules, MITRE ATT&CK ids and CVEs from rosti.dev.",
      "url": "https://rosti.dev/",
      "pricingUrl": "https://rosti.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Look up IOCs",
        "Search threat-intel reports",
        "YARA rules",
        "MITRE ATT&CK ids"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.rosti/rosti). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rosti.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.rosti/rosti",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "raabta",
      "name": "Raabta",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "WhatsApp customer support inbox: read, triage, draft and answer customer chats with AI.",
      "url": "https://raabta.komyosys.ai/",
      "pricingUrl": "https://raabta.komyosys.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Triage",
        "Draft",
        "Answer customer chats with AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.komyosys.raabta/raabta). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://raabta.komyosys.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.komyosys.raabta/raabta",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ragently-crm",
      "name": "Ragently CRM",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Ragently CRM: companies, contacts, deals, tasks and notes for your AI assistant.",
      "url": "https://ragently.nl/",
      "pricingUrl": "https://ragently.nl/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Companies",
        "Contacts",
        "Deals",
        "Tasks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (nl.ragently/crm). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ragently.nl/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=nl.ragently/crm",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rainfrog",
      "name": "Rainfrog",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "On-brand AI image and video campaigns with persistent characters and products, from any MCP client.",
      "url": "https://www.rainfrog.ai/",
      "pricingUrl": "https://www.rainfrog.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "On-brand AI image",
        "Video campaigns with persistent characters",
        "Products",
        "From any MCP client"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "create-video-audio"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.rainfrog/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.rainfrog.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.rainfrog/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ramp",
      "name": "Ramp",
      "vendor": "Ramp",
      "category": "Spend management",
      "description": "Corporate cards and spend management with AI agents for controls and accounting.",
      "url": "https://ramp.com/",
      "pricingUrl": "https://ramp.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Plus is $15 per user a month plus a platform fee based on team size. Enterprise is by contacting sales.",
      "startingPrice": 15,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "$0 per user a month.",
      "features": [
        "Expense automation",
        "Bill pay",
        "Policy agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax",
        "technology-software"
      ],
      "bestFor": "Finance teams at growing companies.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://ramp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://ramp.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "rankspot-seo",
      "name": "RankSpot SEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI SEO, GEO and AI visibility: keywords, competitors, backlinks, articles and Search Console data.",
      "url": "https://www.rankspot.ai/",
      "pricingUrl": "https://www.rankspot.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Keywords",
        "Competitors",
        "Backlinks",
        "Articles"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.rankspot/seo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.rankspot.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.rankspot/seo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rankvisit",
      "name": "Rankvisit",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read-only Google Search Console, Bing, Google Analytics and privacy-friendly analytics for your AI.",
      "url": "https://rankvisit.com/",
      "pricingUrl": "https://rankvisit.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only Google Search Console",
        "Bing",
        "Google Analytics",
        "Privacy-friendly analytics for your AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rankvisit/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rankvisit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rankvisit/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rankwise",
      "name": "Rankwise",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI search visibility: see whether AI answer engines cite a brand, then win the citations back.",
      "url": "https://tryrankwise.com/",
      "pricingUrl": "https://tryrankwise.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See whether AI answer engines cite a brand",
        "Then win the citations back"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tryrankwise/rankwise). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tryrankwise.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tryrankwise/rankwise",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rapidworkers",
      "name": "RapidWorkers",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Hire real people for AI data collection (photos, audio, video), app testing and microtasks.",
      "url": "https://www.rapidworkers.io/",
      "pricingUrl": "https://www.rapidworkers.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "App testing",
        "Microtasks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.rapidworkers/rapidworkers). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.rapidworkers.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.rapidworkers/rapidworkers",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "raspberry-ai",
      "name": "Raspberry AI",
      "vendor": "Raspberry",
      "category": "Fashion design",
      "description": "Generative AI for fashion design concepts and visualisation.",
      "url": "https://www.raspberry.ai/",
      "pricingUrl": "https://www.raspberry.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Individual is $49, Basic $198 and Pro $298 per user a month. Overage is $0.50 per credit.",
      "startingPrice": 49,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "$0 a month for trying it out.",
      "features": [
        "Concept generation",
        "Sketch to render",
        "Brand-trained styles"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design",
        "create-visuals"
      ],
      "sectors": [
        "fashion-apparel-design"
      ],
      "bestFor": "Fashion design teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.raspberry.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.raspberry.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "raven",
      "name": "Raven",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Design intelligence for coding agents: audits, design systems, and a taste profile agents consult.",
      "url": "https://ravenmcp.ai/",
      "pricingUrl": "https://ravenmcp.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Audits",
        "Design systems",
        "And a taste profile agents consult"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.ravenmcp/raven-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ravenmcp.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.ravenmcp/raven-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "rayyan",
      "name": "Rayyan",
      "vendor": "Rayyan",
      "category": "Systematic reviews",
      "description": "AI-assisted screening platform for systematic and literature reviews.",
      "url": "https://www.rayyan.ai/",
      "pricingUrl": "https://www.rayyan.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Essential is $8.33 and Advanced $13.33 a month, billed quarterly. Business is $41.67 per licence a month, billed annually, from 5 licences.",
      "startingPrice": 8.33,
      "currency": "USD",
      "billing": "quarterly",
      "freePlan": "Free forever for your first systematic review.",
      "features": [
        "Title and abstract screening",
        "Collaboration",
        "Duplicate detection"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "public-health-epidemiology"
      ],
      "bestFor": "Teams screening thousands of abstracts.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.rayyan.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.rayyan.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "rbshome",
      "name": "RBSHome",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Dallas and Collin County, TX property, tax-delinquency and land records for investors.",
      "url": "https://rbshome.com/",
      "pricingUrl": "https://rbshome.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Dallas and Collin County, TX property, tax-delinquency and land records",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rbshome/rbshome). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rbshome.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rbshome/rbshome",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rdkit",
      "name": "RDKit",
      "vendor": "RDKit community",
      "category": "Cheminformatics",
      "description": "Open-source cheminformatics toolkit widely used in drug discovery and ML.",
      "url": "https://www.rdkit.org/",
      "pricingUrl": "https://www.rdkit.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Molecular descriptors",
        "Fingerprints",
        "Python API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "chemistry-materials",
        "drug-discovery"
      ],
      "sectors": [
        "chemistry-materials-science",
        "pharma-biotech"
      ],
      "bestFor": "Cheminformaticians.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.rdkit.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "reachsocial",
      "name": "ReachSocial",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Instagram, X, TikTok, YouTube, Facebook and Reddit data. Approved OAuth or API-key access required.",
      "url": "https://reachsocial.dev/",
      "pricingUrl": "https://reachsocial.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Instagram, X, TikTok, YouTube, Facebook and Reddit data",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.reachsocial/social-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://reachsocial.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.reachsocial/social-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "readyink-ai",
      "name": "readyink.ai",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Send PDFs for e-signature from Claude or ChatGPT: prepare, quote, send, track and get signed copies.",
      "url": "https://readyink.ai/",
      "pricingUrl": "https://readyink.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prepare",
        "Quote",
        "Send",
        "Track"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.readyink/readyink). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://readyink.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.readyink/readyink",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "realai",
      "name": "RealAI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "US real estate data: multifamily rents and occupancy, property records, demographics and migration.",
      "url": "https://realai.com/",
      "pricingUrl": "https://realai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Multifamily rents",
        "Occupancy",
        "Property records",
        "Demographics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.realai/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://realai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.realai/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "realestate-analytics-ai",
      "name": "RealEstate-Analytics.ai",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Prospect, grade and analyze off- or on-market real estate deals with deterministic, auditable math.",
      "url": "https://www.realestate-analytics.ai/",
      "pricingUrl": "https://www.realestate-analytics.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prospect, grade and analyze off- or on-market real estate deals",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.realestate-analytics/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.realestate-analytics.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.realestate-analytics/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "really-fast-crm",
      "name": "Really Fast CRM",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Sales CRM for small teams: see what's due today, look up deals and contacts, add notes and tasks.",
      "url": "https://reallyfastcrm.com/",
      "pricingUrl": "https://reallyfastcrm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See what's due today",
        "Look up deals",
        "Contacts",
        "Add notes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.reallyfastcrm/crm). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://reallyfastcrm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.reallyfastcrm/crm",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "reaxys",
      "name": "Reaxys",
      "vendor": "Elsevier",
      "category": "Chemistry search",
      "description": "Chemistry database for reaction, substance and property data.",
      "url": "https://www.elsevier.com/products/reaxys",
      "pricingUrl": "https://www.elsevier.com/products/reaxys",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reaction search",
        "Property data",
        "Retrosynthesis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "chemistry-materials",
        "research-evidence"
      ],
      "sectors": [
        "chemistry-materials-science",
        "pharma-biotech"
      ],
      "bestFor": "Synthetic and medicinal chemists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.elsevier.com/products/reaxys",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "recall",
      "name": "Recall",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Search and read the articles, videos, podcasts, PDFs and notes you saved in Recall. Read-only.",
      "url": "https://recall.it/",
      "pricingUrl": "https://recall.it/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and read the articles, videos, podcasts, PDFs and notes you",
        "Knowledge & memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (it.recall/recall). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://recall.it/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=it.recall/recall",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "recall-canary",
      "name": "Recall Canary",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "U.S. federal product recalls from FDA, FSIS, CPSC, and NHTSA, in one schema.",
      "url": "https://recallcanary.com/",
      "pricingUrl": "https://recallcanary.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk & compliance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.recallcanary/recall-canary). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://recallcanary.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.recallcanary/recall-canary",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "recaudo",
      "name": "Recaudo",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Sell on WhatsApp and get in LATAM: CRM, payment links, collections, CFDI invoices, store.",
      "url": "https://recaudo.app/",
      "pricingUrl": "https://recaudo.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CRM",
        "Payment links",
        "Collections",
        "CFDI invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "finance-accounting"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.recaudo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://recaudo.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.recaudo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "reclaim",
      "name": "Reclaim",
      "vendor": "Reclaim.ai",
      "category": "Scheduling",
      "description": "AI calendar that protects time for tasks, habits and meetings.",
      "url": "https://reclaim.ai/",
      "pricingUrl": "https://reclaim.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Paid plan prices could not be confirmed on the reviewed page. Yearly billing saves 20%.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Lite is free forever for calendar basics.",
      "features": [
        "Calendar blocking",
        "Scheduling links",
        "Habit time"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Busy individual contributors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://reclaim.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://reclaim.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "recoup",
      "name": "Recoup",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Music industry tools for AI agents: artist research, catalogs, release plans and content.",
      "url": "https://recoupable.dev/",
      "pricingUrl": "https://recoupable.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Artist research",
        "Catalogs",
        "Release plans",
        "Content"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.recoupable/recoup). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://recoupable.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.recoupable/recoup",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "recto",
      "name": "Recto",
      "vendor": "Recto",
      "category": "Design",
      "description": "Desktop app to design with AI and edit results by hand; seen on Show HN.",
      "url": "https://recto.design/",
      "pricingUrl": "https://recto.design/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI design",
        "Direct editing",
        "Desktop app"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers trying AI-assisted canvases.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://recto.design/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "recursion",
      "name": "Recursion",
      "vendor": "Recursion",
      "category": "AI drug discovery",
      "description": "Techbio company using phenomics, large datasets and machine learning for drug discovery.",
      "url": "https://www.recursion.com/",
      "pricingUrl": "https://www.recursion.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Phenomics",
        "Large biological datasets",
        "Machine-learned maps of biology"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "bioinformatics"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Biopharma partners following AI-driven discovery.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.recursion.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "redlisten-reddit",
      "name": "Redlisten Reddit",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search, monitor and measure Reddit posts and comments. Previews work with no API key.",
      "url": "https://redlisten.com/",
      "pricingUrl": "https://redlisten.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, monitor and measure Reddit posts and comments",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.redlisten/reddit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://redlisten.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.redlisten/reddit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "reel-e",
      "name": "Reel-E",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Make and edit real estate listing videos, photos and websites from your AI assistant.",
      "url": "https://www.reel-e.ai/",
      "pricingUrl": "https://www.reel-e.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Make and edit real estate listing videos, photos and websites from your",
        "Video & audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "edit-photos"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.reel-e/reel-e). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.reel-e.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.reel-e/reel-e",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "refcat",
      "name": "Refcat",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Search 1M real UI flows and 3.3M screens from shipped apps, sites, emails and games.",
      "url": "https://refcat.app/",
      "pricingUrl": "https://refcat.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 1M real UI flows",
        "3.3M screens from shipped apps",
        "Sites",
        "Emails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.refcat/refcat). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://refcat.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.refcat/refcat",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "refract",
      "name": "Refract",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft, approve and schedule social media posts from Claude, ChatGPT, Cursor and other AI apps.",
      "url": "https://refract.social/",
      "pricingUrl": "https://refract.social/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, approve and schedule social media posts from Claude, ChatGPT",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (social.refract/refract). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://refract.social/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=social.refract/refract",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "refs",
      "name": "Refs",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "4,100 launch videos measured shot by shot. Pro for blueprints and plans.",
      "url": "https://refs.video/",
      "pricingUrl": "https://refs.video/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video & audio",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (video.refs/refs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://refs.video/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=video.refs/refs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "refy",
      "name": "Refy",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Design system for agents: find components by need, check code against the real API, build themes.",
      "url": "https://refy.design/",
      "pricingUrl": "https://refy.design/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find components by need",
        "Check code against the real API",
        "Build themes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (design.refy/refy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://refy.design/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=design.refy/refy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "reg-monitoring",
      "name": "Reg Monitoring",
      "vendor": "Not verified",
      "category": "Regulatory intelligence",
      "description": "Financial regulatory updates, deadlines and enforcement actions from regulators worldwide.",
      "url": "https://regmonitoring.com/",
      "pricingUrl": "https://regmonitoring.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Financial regulatory updates",
        "Deadlines",
        "Enforcement actions from regulators worldwide"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Regulatory and policy teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.regmonitoring/regulatory-updates). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://regmonitoring.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.regmonitoring/regulatory-updates",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "registers",
      "name": "Registers",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "French public registers: companies (SIRENE, BODACC) and real estate (cadastre, DVF, DPE, risks).",
      "url": "https://registers.fr/",
      "pricingUrl": "https://registers.fr/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Companies (SIRENE, BODACC)",
        "Real estate (cadastre, DVF, DPE, risks)"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (fr.registers/registers). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://registers.fr/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=fr.registers/registers",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "regresco",
      "name": "Regresco",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Save regression flows for your web app, run them in cloud Chromium, read failures with screenshots.",
      "url": "https://regresco.com/",
      "pricingUrl": "https://regresco.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Save regression flows for your web app",
        "Run them in cloud Chromium",
        "Read failures with screenshots"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.regresco/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://regresco.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.regresco/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "relaticle",
      "name": "Relaticle",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Open-source CRM your AI agents can write to: companies, people, opportunities, tasks and notes.",
      "url": "https://relaticle.com/",
      "pricingUrl": "https://relaticle.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Companies",
        "People",
        "Opportunities",
        "Tasks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.relaticle/crm). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://relaticle.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.relaticle/crm",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "relativity",
      "name": "Relativity",
      "vendor": "Relativity",
      "category": "eDiscovery",
      "description": "eDiscovery platform with generative AI for document review.",
      "url": "https://www.relativity.com/",
      "pricingUrl": "https://www.relativity.com/platform/pricing/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Document review",
        "Investigations",
        "aiR for Review"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services",
        "government-public-services"
      ],
      "bestFor": "Litigation support teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.relativity.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.relativity.com/platform/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "relex",
      "name": "RELEX",
      "vendor": "RELEX Solutions",
      "category": "Retail planning",
      "description": "Retail forecasting, replenishment and merchandising planning.",
      "url": "https://www.relexsolutions.com/",
      "pricingUrl": "https://www.relexsolutions.com/resources/pricing-optimization-how-to-build-a-case-for-technology-investment/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Demand forecasting",
        "Replenishment",
        "Assortment planning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "plan-supply-chain"
      ],
      "sectors": [
        "retail-ecommerce",
        "food-beverage-production"
      ],
      "bestFor": "Retail planners and supply teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.relexsolutions.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "remote-it",
      "name": "Remote.It",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Remote.It hosted MCP: inventory devices, open connections, manage services and run scripts.",
      "url": "https://www.remote.it/",
      "pricingUrl": "https://www.remote.it/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Inventory devices",
        "Open connections",
        "Manage services",
        "Run scripts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (it.remote/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.remote.it/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=it.remote/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ren-ai",
      "name": "Ren AI",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Prep 1:1s, draft feedback and work through hard conversations at work, in your AI.",
      "url": "https://tryren.com/",
      "pricingUrl": "https://tryren.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Prep 1:1s",
        "Draft feedback",
        "Work through hard conversations at work",
        "In your AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tryren/ren). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tryren.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tryren/ren",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "render-ai-presentations",
      "name": "render.ai Presentations",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Create, edit, preview and export designed, editable presentations from a brief or outline.",
      "url": "https://render.ai/",
      "pricingUrl": "https://render.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit, preview and export designed, editable presentations from",
        "Design & visuals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.render/presentations). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://render.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.render/presentations",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "renderster",
      "name": "Renderster",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Long video in, captioned vertical clips out: clip, dub, transcribe and auto edit videos.",
      "url": "https://renderster.com/",
      "pricingUrl": "https://renderster.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clip",
        "Dub",
        "Transcribe",
        "Auto edit videos"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.renderster/renderster). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://renderster.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.renderster/renderster",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "renewroster",
      "name": "RenewRoster",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Track domain and SSL certificate expiry for your agency clients from any MCP client.",
      "url": "https://renewroster.com/",
      "pricingUrl": "https://renewroster.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.renewroster/renewroster). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://renewroster.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.renewroster/renewroster",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "repclose",
      "name": "Repclose",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Read Repclose account plans: list and search accounts, open a plan with dated sources, see people.",
      "url": "https://repclose.com/",
      "pricingUrl": "https://repclose.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "List",
        "Search accounts",
        "Open a plan with dated sources",
        "See people"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.repclose/repclose). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://repclose.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.repclose/repclose",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "repeatpost",
      "name": "RepeatPost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish social media posts, write captions and create branded graphics with RepeatPost.",
      "url": "https://www.repeatpost.com/",
      "pricingUrl": "https://www.repeatpost.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish social media posts, write captions and create",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.repeatpost/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.repeatpost.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.repeatpost/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "replai",
      "name": "Replai",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Set up, test and publish an AI customer support Agent for your SaaS product.",
      "url": "https://replai.tw/",
      "pricingUrl": "https://replai.tw/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Set up",
        "Test"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tw.replai/replai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://replai.tw/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tw.replai/replai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "replient-ai",
      "name": "replient.ai",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Social media comments, DMs, comment-to-DM automations and analytics for Instagram, TikTok and more.",
      "url": "https://replient.ai/",
      "pricingUrl": "https://replient.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Social media comments",
        "DMs",
        "Comment-to-DM automations",
        "Analytics for Instagram"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.replient/replient). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://replient.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.replient/replient",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "replit",
      "name": "Replit",
      "vendor": "Replit",
      "category": "App building",
      "description": "Cloud IDE and agent that builds and deploys apps from prompts.",
      "url": "https://replit.com/",
      "pricingUrl": "https://replit.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Core is $20 a month or $18 billed annually. Pro is $100 or $90. Enterprise is custom.",
      "startingPrice": 20,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "App agent",
        "Hosting",
        "Databases"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code",
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Non-developers building internal tools.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://replit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://replit.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "repolode",
      "name": "Repolode",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Choose open-source projects: side-by-side verdicts on alternatives, real downloads, maintenance.",
      "url": "https://repolode.com/",
      "pricingUrl": "https://repolode.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Side-by-side verdicts on alternatives",
        "Real downloads",
        "Maintenance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.repolode/repolode). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://repolode.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.repolode/repolode",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "repomemory",
      "name": "RepoMemory",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared project memory for coding agents: decisions, lessons, guardrails and tasks per repository.",
      "url": "https://repomemory.dev/",
      "pricingUrl": "https://repomemory.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Decisions",
        "Lessons",
        "Guardrails",
        "Tasks per repository"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.repomemory/repomemory). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://repomemory.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.repomemory/repomemory",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "reportgem-global-research",
      "name": "ReportGem Global Research",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Global investment research knowledge base: 16M+ bank reports, filings, earnings calls, charts.",
      "url": "https://www.reportgem.com/",
      "pricingUrl": "https://www.reportgem.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "16M+ bank reports",
        "Filings",
        "Earnings calls",
        "Charts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.reportgem/global-research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.reportgem.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.reportgem/global-research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "reporting-ninja",
      "name": "reporting-ninja",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Query marketing data across 20+ ad platforms; with write access, create, schedule and share reports.",
      "url": "https://www.reportingninja.com/",
      "pricingUrl": "https://www.reportingninja.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query marketing data across 20+ ad platforms",
        "Write access",
        "Create",
        "Schedule"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.reportingninja/reporting-ninja). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.reportingninja.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.reportingninja/reporting-ninja",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "repull",
      "name": "Repull",
      "vendor": "Not verified",
      "category": "Hospitality operations",
      "description": "Airbnb, Booking.com, Vrbo and 14 PMSes: reservations, calendars, prices, guest messages and reviews.",
      "url": "https://repull.dev/",
      "pricingUrl": "https://repull.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reservations",
        "Calendars",
        "Prices",
        "Guest messages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel and rental operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.repull/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://repull.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.repull/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "requiply",
      "name": "Requiply",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Manage rental bookings, inventory, clients and reports in your Requiply workspace.",
      "url": "https://requiply.com/",
      "pricingUrl": "https://requiply.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage rental bookings",
        "Inventory",
        "Clients",
        "Reports in your Requiply workspace"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.requiply/requiply). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://requiply.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.requiply/requiply",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "reright",
      "name": "reright",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Rewrites the emails, messages and PR text your agent writes so they sound like you, every fact kept.",
      "url": "https://reright.it/",
      "pricingUrl": "https://reright.it/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Rewrites the emails",
        "Messages",
        "PR text your agent writes so they sound like you",
        "Every fact kept"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (it.reright/reright). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://reright.it/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=it.reright/reright",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "research-connect",
      "name": "Research Connect",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Legitimate full-text access to scholarly articles for your AI, by DOI, with provenance.",
      "url": "https://research-connect.oliveturn.com/",
      "pricingUrl": "https://research-connect.oliveturn.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "By DOI",
        "Provenance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.oliveturn/research-connect). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://research-connect.oliveturn.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.oliveturn/research-connect",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "research-rabbit",
      "name": "Research Rabbit",
      "vendor": "ResearchRabbit",
      "category": "Literature mapping",
      "description": "Maps connected papers and authors so researchers can discover related work.",
      "url": "https://www.researchrabbit.ai/",
      "pricingUrl": "https://www.researchrabbit.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "ResearchRabbit+ is $10 a month on an annual plan or $12.50 monthly in the US and UK, and discounted in many countries.",
      "startingPrice": 10,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Free forever for a focused literature review.",
      "features": [
        "Citation maps",
        "Author networks",
        "Collections"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Students starting a literature review.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.researchrabbit.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.researchrabbit.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "researchcal",
      "name": "ResearchCal",
      "vendor": "Not verified",
      "category": "Academic writing",
      "description": "Research conference and call for papers deadlines by field, each linked to its official source.",
      "url": "https://researchcal.com/",
      "pricingUrl": "https://researchcal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Research conference",
        "Call for papers deadlines by field",
        "Each linked to its official source"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "academic-writing"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers writing papers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.researchcal/researchcal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://researchcal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.researchcal/researchcal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "resolve",
      "name": "Resolve",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Investigate alerts, run root-cause analysis, and ask production questions with Resolve.",
      "url": "https://resolve.ai/",
      "pricingUrl": "https://resolve.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Investigate alerts",
        "Run root-cause analysis",
        "And ask production questions with Resolve"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.resolve/resolve). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://resolve.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.resolve/resolve",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "restaurant365",
      "name": "Restaurant365",
      "vendor": "Restaurant365",
      "category": "Restaurant back office",
      "description": "Accounting, inventory, scheduling and analytics built for restaurants.",
      "url": "https://www.restaurant365.com/",
      "pricingUrl": "https://www.restaurant365.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Restaurant accounting",
        "Inventory",
        "Scheduling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations",
        "finance-accounting"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Multi-unit restaurant operators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.restaurant365.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "retool",
      "name": "Retool",
      "vendor": "Retool",
      "category": "App building",
      "description": "Builds governed internal tools and agents on company data.",
      "url": "https://retool.com/",
      "pricingUrl": "https://retool.com/en-IN/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Team is $10 per builder and $5 per internal user a month. Business is $50 per builder, with other seats extra. Yearly billing saves 20%.",
      "startingPrice": 10,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "$0 a month for builders and internal users.",
      "features": [
        "Internal apps",
        "Agents",
        "Enterprise governance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code",
        "automate-workflows"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Operations and engineering teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://retool.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://retool.com/en-IN/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "revalidata",
      "name": "Revalidata",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Critical dates found in leases, loans, policies, HOA docs, contracts, clause if known. By Built AI.",
      "url": "https://revalidata.com/",
      "pricingUrl": "https://revalidata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Critical dates found in leases",
        "Loans",
        "Policies",
        "HOA docs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.revalidata/contracts). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://revalidata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.revalidata/contracts",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "revinate",
      "name": "Revinate",
      "vendor": "Revinate",
      "category": "Guest experience",
      "description": "Guest data, marketing and AI voice and messaging for hotels.",
      "url": "https://www.revinate.com/",
      "pricingUrl": "https://www.revinate.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Guest data platform",
        "Email marketing",
        "AI concierge"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations",
        "customer-support"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel marketing and reservations teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked or did not answer our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.revinate.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "revisia",
      "name": "revisia",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Systematic reviews from chat: PRISMA 2020 diagrams, risk-of-bias figures, kappa and AI screening.",
      "url": "https://revisia.es/",
      "pricingUrl": "https://revisia.es/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "PRISMA 2020 diagrams",
        "Risk-of-bias figures",
        "Kappa",
        "AI screening"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (es.revisia/revisia). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://revisia.es/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=es.revisia/revisia",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "revorder",
      "name": "RevOrder",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Store sales, orders, shipping and recovery reports; inactive drafts; actions after confirmation.",
      "url": "https://revorder.com/",
      "pricingUrl": "https://revorder.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Store sales",
        "Orders",
        "Shipping",
        "Recovery reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.revorder/merchant). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://revorder.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.revorder/merchant",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "revscope",
      "name": "RevScope",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Query web traffic and revenue attribution analytics with Google and Stripe integrations.",
      "url": "https://revscope.co/",
      "pricingUrl": "https://revscope.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query web traffic",
        "Revenue attribution analytics with Google",
        "Stripe integrations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.revscope/revscope). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://revscope.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.revscope/revscope",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "revunda",
      "name": "Revunda",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Top complaint themes in 1-star reviews of 531 App Store, Google Play and Shopify apps. Read-only.",
      "url": "https://revunda.xyz/",
      "pricingUrl": "https://revunda.xyz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google Play",
        "Shopify apps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (xyz.revunda/app-complaints). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://revunda.xyz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=xyz.revunda/app-complaints",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rewst",
      "name": "Rewst",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Official Rewst MCP server: build, run, and debug Rewst workflows, forms, apps, and integrations.",
      "url": "https://rewst.ai/",
      "pricingUrl": "https://rewst.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build",
        "Run",
        "And debug Rewst workflows",
        "Forms"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.rewst/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rewst.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.rewst/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rightblogger",
      "name": "RightBlogger",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search Console traffic, keyword research and your blog posts, with edits and publishing on approval.",
      "url": "https://rightblogger.com/",
      "pricingUrl": "https://rightblogger.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search Console traffic",
        "Keyword research",
        "Your blog posts",
        "Edits"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "write-and-edit"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rightblogger/rightblogger). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rightblogger.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rightblogger/rightblogger",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rindee",
      "name": "Rindee",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "AI phone agents for service businesses: calls, appointments, contacts, agents and Knowledge.",
      "url": "https://rindee.ai/",
      "pricingUrl": "https://rindee.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Calls",
        "Appointments",
        "Contacts",
        "Agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "personal-repair-services"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.rindee/rindee). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rindee.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.rindee/rindee",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rinhelp",
      "name": "Rinhelp",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Help desk for small teams and AI agents: answer customers, run Rin, and move from 29 help desks.",
      "url": "https://rinhelp.com/",
      "pricingUrl": "https://rinhelp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Answer customers",
        "Run Rin",
        "And move from 29 help desks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rinhelp/rinhelp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rinhelp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rinhelp/rinhelp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ripclip",
      "name": "RipClip",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Clip long videos, open clips in the editor, draft posts and track views in your RipClip account.",
      "url": "https://ripclip.org/",
      "pricingUrl": "https://ripclip.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clip long videos",
        "Open clips in the editor",
        "Draft posts",
        "Track views in your RipClip account"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.ripclip/ripclip). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ripclip.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.ripclip/ripclip",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rivalyse",
      "name": "Rivalyse",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Read-only access to your Rivalyse price monitoring: competitor price gaps, alerts and price history.",
      "url": "https://rivalyse.com/",
      "pricingUrl": "https://rivalyse.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Competitor price gaps",
        "Alerts",
        "Price history"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rivalyse/rivalyse). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rivalyse.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rivalyse/rivalyse",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rivermark",
      "name": "Rivermark",
      "vendor": "Rivermark",
      "category": "Design and visual content",
      "description": "AI design canvas for creating editable visual content that follows your own brand kit.",
      "url": "https://rivermark.ai/",
      "pricingUrl": "https://rivermark.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI design canvas",
        "Brand kits",
        "Layers and editable properties",
        "Design API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising",
        "freelance-creator-economy"
      ],
      "bestFor": "Creatives and marketers making social and brand content.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. No public pricing page was found. Integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://rivermark.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "riverside",
      "name": "Riverside",
      "vendor": "Riverside",
      "category": "Podcast & video recording",
      "description": "Remote recording studio with AI transcription, clips and editing.",
      "url": "https://riverside.com/",
      "pricingUrl": "https://riverside.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $24 a month billed annually, or $29 monthly. Live and Webinar plans are $408 a year. Business is by contacting sales.",
      "startingPrice": 24,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "A $0 plan is offered; limits were not confirmed.",
      "features": [
        "Local recording",
        "Transcripts",
        "Magic clips"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "freelance-creator-economy",
        "media-publishing"
      ],
      "bestFor": "Podcasters and interviewers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://riverside.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://riverside.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "rivtor",
      "name": "Rivtor",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy full-stack apps (frontend, backend, Postgres, Redis) from your agent and get live URLs.",
      "url": "https://rivtor.com/",
      "pricingUrl": "https://rivtor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rivtor/rivtor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rivtor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rivtor/rivtor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rivul",
      "name": "Rivul",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Search 300M+ scholarly paper records and read paper details. ; OAuth sign-in.",
      "url": "https://rivul.ai/",
      "pricingUrl": "https://rivul.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 300M+ scholarly paper records",
        "Read paper details"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.rivul/rivul). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rivul.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.rivul/rivul",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "rizamo",
      "name": "Rizamo",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Publish, schedule and analyze social posts on Instagram, Facebook, TikTok, YouTube and more.",
      "url": "https://rizamo.com/",
      "pricingUrl": "https://rizamo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish, schedule and analyze social posts on Instagram, Facebook",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rizamo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rizamo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rizamo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "roasaurus",
      "name": "ROASaurus",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Webshop profit, attribution and ad performance; ad changes through an approval inbox.",
      "url": "https://roasaurus.com/",
      "pricingUrl": "https://roasaurus.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Webshop profit",
        "Attribution",
        "Ad performance",
        "Ad changes through an approval inbox"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.roasaurus/roasaurus). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://roasaurus.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.roasaurus/roasaurus",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "roasby",
      "name": "Roasby",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Manage Google, Microsoft, ChatGPT and Meta Ads safely: previewed, logged, revertible changes.",
      "url": "https://roasby.com/",
      "pricingUrl": "https://roasby.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Previewed",
        "Logged",
        "Revertible changes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.roasby/roasby). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://roasby.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.roasby/roasby",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "roaz-meta-ads-analytics",
      "name": "ROAZ Meta Ads Analytics",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read-only Meta Ads analytics for AI, built for agencies: every client account plus ROAZ insights.",
      "url": "https://roaz.app/",
      "pricingUrl": "https://roaz.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.roaz/meta-ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://roaz.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.roaz/meta-ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "robbclan",
      "name": "Robbclan",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Draft onboarding training and project plans; review Slack suggestions with tenant-scoped MCP.",
      "url": "https://robbclan.com/",
      "pricingUrl": "https://robbclan.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft onboarding training",
        "Project plans",
        "Review Slack suggestions with tenant-scoped MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.robbclan/platform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://robbclan.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.robbclan/platform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rocketship",
      "name": "Rocketship",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Your AI salesperson: find buyers, email them from your own Gmail and track replies and deals.",
      "url": "https://deployrocketship.com/",
      "pricingUrl": "https://deployrocketship.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find buyers",
        "Email them from your own Gmail",
        "Track replies",
        "Deals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.deployrocketship/rocketship). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://deployrocketship.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.deployrocketship/rocketship",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rofilter",
      "name": "ROFilter",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Reverse osmosis membrane system design software, also available as an MCP server.",
      "url": "https://rofilter.cn/",
      "pricingUrl": "https://rofilter.cn/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reverse osmosis membrane system design software",
        "Also available as an MCP server"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "water-waste-environment"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cn.rofilter/rofilter-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rofilter.cn/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cn.rofilter/rofilter-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rogo",
      "name": "Rogo",
      "vendor": "Rogo",
      "category": "Investment banking AI",
      "description": "AI analyst platform built for investment banking and financial research.",
      "url": "https://rogo.com/",
      "pricingUrl": "https://rogo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Financial research",
        "Deck and model support",
        "Connected data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "finance-accounting"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Bankers and investors.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://rogo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "rollstack",
      "name": "Rollstack",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Build, refresh and send Rollstack reports and slide decks from your company's data.",
      "url": "https://rollstack.com/",
      "pricingUrl": "https://rollstack.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, refresh and send Rollstack reports and slide decks from your",
        "Data analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rollstack/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://rollstack.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rollstack/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "romeoseo",
      "name": "RomeoSEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Your SEO plan, keyword research, Google results and article drafts from RomeoSEO.",
      "url": "https://romeoseo.com/",
      "pricingUrl": "https://romeoseo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your SEO plan",
        "Keyword research",
        "Google results",
        "Article drafts from RomeoSEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.romeoseo/romeoseo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://romeoseo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.romeoseo/romeoseo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "roof-manager",
      "name": "Roof Manager",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Check an address, order, get, measure, list, or cancel a roof report, and read the account.",
      "url": "https://www.roofmanager.ca/",
      "pricingUrl": "https://www.roofmanager.ca/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check an address",
        "Order",
        "Get",
        "Measure"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ca.roofmanager/roof-manager). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.roofmanager.ca/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ca.roofmanager/roof-manager",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "roomlab-app",
      "name": "RoomLab.app",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "Virtual Staging, Declutter Room, Change Style and room videos from your property photos.",
      "url": "https://roomlab.app/",
      "pricingUrl": "https://roomlab.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Virtual Staging",
        "Declutter Room",
        "Change Style",
        "Room videos from your property photos"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.roomlab/roomlab). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://roomlab.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.roomlab/roomlab",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rorvswild",
      "name": "RoRvsWild",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Read-only RoRvsWild monitoring: requests, jobs, errors, deployments, and servers.",
      "url": "https://www.rorvswild.com/",
      "pricingUrl": "https://www.rorvswild.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Requests",
        "Jobs",
        "Errors",
        "Deployments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.rorvswild.www/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.rorvswild.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.rorvswild.www/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "rosebud-ai",
      "name": "Rosebud AI",
      "vendor": "Rosebud",
      "category": "Game development",
      "description": "Builds browser games and interactive apps from text prompts.",
      "url": "https://rosebud.ai/",
      "pricingUrl": "https://rosebud.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Indie Dev is $15, 10x Dev $30 and Pro $50 a month.",
      "startingPrice": 15,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Starts with 10,000 credits and no card.",
      "features": [
        "Prompt-to-game",
        "Sharing",
        "Asset generation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "create-visuals"
      ],
      "sectors": [
        "game-development"
      ],
      "bestFor": "Hobbyists and educators prototyping games.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://rosebud.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://rosebud.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "route4me",
      "name": "Route4Me",
      "vendor": "Route4Me",
      "category": "Delivery management",
      "description": "Route planning and optimisation for delivery and field teams.",
      "url": "https://route4me.com/",
      "pricingUrl": "https://route4me.com/get-started",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Route optimisation",
        "Driver app",
        "Delivery tracking"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "delivery-management"
      ],
      "sectors": [
        "wholesale-distribution",
        "transport-logistics"
      ],
      "bestFor": "Small fleets planning daily routes.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://route4me.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "rowan",
      "name": "Rowan",
      "vendor": "Rowan Scientific",
      "category": "Computational chemistry",
      "description": "Cloud computational chemistry with machine-learning and quantum methods.",
      "url": "https://www.rowansci.com/",
      "pricingUrl": "https://www.rowansci.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Team and Enterprise are by contacting sales. Academic plans are also offered.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "A free plan for evaluation and light exploratory work.",
      "features": [
        "Cloud calculations",
        "ML potentials",
        "Web interface"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "chemistry-materials",
        "drug-discovery"
      ],
      "sectors": [
        "chemistry-materials-science",
        "pharma-biotech"
      ],
      "bestFor": "Chemists without a dedicated HPC setup.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.rowansci.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.rowansci.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "rows",
      "name": "Rows",
      "vendor": "Rows",
      "category": "Spreadsheets",
      "description": "Spreadsheet with built-in AI analyst and data integrations.",
      "url": "https://rows.com/product",
      "pricingUrl": "https://rows.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Plus is $8 per user a month, or $6 billed annually. Pro is $79 plus $8 per user, or $59 plus $6.",
      "startingPrice": 8,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free forever with no card.",
      "features": [
        "AI analyst",
        "Integrations",
        "Shareable spreadsheets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Marketers and operators using sheets.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://rows.com/product",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://rows.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "run-my-ads",
      "name": "Run My Ads",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read your Meta ads from your own AI; find why cost per booked appointment moved.",
      "url": "https://runmyads.com/",
      "pricingUrl": "https://runmyads.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your Meta ads from your own AI",
        "Find why cost per booked appointment moved"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.runmyads/run-my-ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://runmyads.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.runmyads/run-my-ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "run-zero",
      "name": "run.zero",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy apps, APIs and Postgres from your AI agent. EU PaaS hosted in Germany, OAuth sign-in.",
      "url": "https://run-zero.de/",
      "pricingUrl": "https://run-zero.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy apps",
        "APIs",
        "Postgres from your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.run-zero/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://run-zero.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.run-zero/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "runheed",
      "name": "Runheed",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Production errors your coding agent can read: search, stack traces, context, trends, resolve.",
      "url": "https://runheed.com/",
      "pricingUrl": "https://runheed.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Stack traces",
        "Context",
        "Trends"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.runheed/runheed). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://runheed.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.runheed/runheed",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "runlater",
      "name": "RunLater",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Schedule HTTP requests from an agent: once at an exact time or on cron, with retries and run logs.",
      "url": "https://runlater.app/",
      "pricingUrl": "https://runlater.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Once at an exact time or on cron",
        "Retries",
        "Run logs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.runlater/runlater). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://runlater.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.runlater/runlater",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "runway",
      "name": "Runway",
      "vendor": "Runway",
      "category": "Generative video",
      "description": "Cloud tools for generating and editing video, images, and audio, with a separate API platform for developers.",
      "url": "https://runway.com/",
      "pricingUrl": "https://runway.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Standard is $12/month billed annually, or $15 monthly, with 625 monthly credits. Higher tiers and API usage cost more.",
      "startingPrice": 12,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "125 one-time credits, selected models, and 5GB asset storage.",
      "features": [
        "Video generation",
        "Image generation",
        "Audio generation",
        "Creative editing",
        "Paid 4K upscaling"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "create-video-audio",
        "create-visuals"
      ],
      "bestFor": "Creative teams testing visual concepts and generating short media assets.",
      "limitations": [
        "Generation consumes credits at model-specific rates.",
        "Free access has a one-time allowance and limited model selection."
      ],
      "verificationNotes": "Official product and pricing pages opened after runwayml.com redirected to runway.com.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://runway.com/",
          "label": "Runway official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://runway.com/pricing",
          "label": "Runway official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "ruralcheck",
      "name": "RuralCheck",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Location analysis for rural property in Europe: flood, noise, sun hours, land register and more.",
      "url": "https://ruralcheck.eu/",
      "pricingUrl": "https://ruralcheck.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Flood",
        "Noise",
        "Sun hours",
        "Land register"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.ruralcheck/ruralcheck). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ruralcheck.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.ruralcheck/ruralcheck",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sa-build-and-renovation-costs",
      "name": "SA Build & Renovation Costs",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "South African building and renovation cost estimates in rand, by region and finish quality.",
      "url": "https://aiagenttools.co.za/",
      "pricingUrl": "https://aiagenttools.co.za/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "South African building",
        "Renovation cost estimates in rand",
        "By region",
        "Finish quality"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (za.co.aiagenttools/buildcost). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aiagenttools.co.za/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=za.co.aiagenttools/buildcost",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "saama",
      "name": "Saama",
      "vendor": "Saama",
      "category": "Clinical trials",
      "description": "AI-powered clinical data review and trial operations for sponsors and CROs.",
      "url": "https://www.saama.com/",
      "pricingUrl": "https://www.saama.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clinical data review",
        "Operational insight",
        "Document automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-trials"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Data managers and clinical operations leads.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.saama.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "saas-custom-domains",
      "name": "SaaS Custom Domains",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Add custom domains with automatic SSL for your SaaS customers, check DNS and see traffic.",
      "url": "https://saascustomdomains.com/",
      "pricingUrl": "https://saascustomdomains.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check DNS",
        "See traffic"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.saascustomdomains/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://saascustomdomains.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.saascustomdomains/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "safebay",
      "name": "SafeBay",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "An eBay seller's store in their AI assistant: orders, listings, buyer messages, returns.",
      "url": "https://safebay.store/",
      "pricingUrl": "https://safebay.store/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Orders",
        "Listings",
        "Buyer messages",
        "Returns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (store.safebay/safebay). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://safebay.store/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=store.safebay/safebay",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "safeprompt",
      "name": "SafePrompt",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Detect prompt injection, jailbreaks, and code injection in untrusted text before it reaches an LLM.",
      "url": "https://safeprompt.dev/",
      "pricingUrl": "https://safeprompt.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Detect prompt injection",
        "Jailbreaks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.safeprompt/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://safeprompt.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.safeprompt/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sagemath",
      "name": "SageMath",
      "vendor": "SageMath community",
      "category": "Mathematics software",
      "description": "Free open-source mathematics system covering algebra, number theory, calculus and more.",
      "url": "https://www.sagemath.org/",
      "pricingUrl": "https://www.sagemath.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Algebra and number theory",
        "Python interface",
        "Notebook use"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation"
      ],
      "sectors": [
        "mathematics-statistics",
        "universities-academic-research"
      ],
      "bestFor": "Mathematicians who want open tooling.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.sagemath.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "salesforce-agentforce",
      "name": "Salesforce Agentforce",
      "vendor": "Salesforce",
      "category": "Business agents",
      "description": "AI agents for customer service, sales, employee support, and business workflows grounded in Salesforce context.",
      "url": "https://www.salesforce.com/agentforce/",
      "pricingUrl": "https://www.salesforce.com/agentforce/pricing/",
      "pricingModel": "Usage based",
      "pricingSummary": "Conversation pricing is USD 2 per conversation; Flex Credits cost USD 500 per 100,000 credits. Other licensing options and underlying Salesforce requirements apply.",
      "startingPrice": 2,
      "currency": "USD",
      "billing": "usage",
      "freePlan": "Salesforce Foundations advertises a USD 0 starting option; eligibility and consumption allowances require checking.",
      "features": [
        "Service case handling",
        "Lead qualification",
        "Employee support",
        "Agent building"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "automate-workflows",
        "customer-support",
        "sales-outreach"
      ],
      "bestFor": "Businesses operating customer and employee workflows in Salesforce.",
      "limitations": [
        "Total cost depends on the licensing and consumption model.",
        "Requires configured business data and operational guardrails."
      ],
      "verificationNotes": "Official product and pricing pages reviewed; product URL redirected to Salesforce Australia. Numeric price represents the conversation unit, not a monthly subscription.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.salesforce.com/agentforce/",
          "label": "Salesforce Agentforce official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.salesforce.com/agentforce/pricing/",
          "label": "Salesforce Agentforce official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "salesforce-consumer-goods-cloud",
      "name": "Salesforce Consumer Goods Cloud",
      "vendor": "Salesforce",
      "category": "Field sales",
      "description": "CRM for consumer goods with retail execution and trade promotion management.",
      "url": "https://www.salesforce.com/consumer-goods/",
      "pricingUrl": "https://www.salesforce.com/pricing/?bc=OTH",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Retail execution",
        "Trade promotion",
        "Agentforce"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "sales-outreach"
      ],
      "sectors": [
        "fmcg-consumer-goods"
      ],
      "bestFor": "Large consumer goods sales organisations.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.salesforce.com/consumer-goods/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "salesql",
      "name": "SalesQL",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find verified B2B emails and phone numbers; search and enrich people and companies for prospecting.",
      "url": "https://salesql.com/",
      "pricingUrl": "https://salesql.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find verified B2B emails",
        "Phone numbers",
        "Search",
        "Enrich people"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.salesql/salesql). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://salesql.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.salesql/salesql",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "salience-logs",
      "name": "Salience Logs",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Server-log intelligence: which bots and AI crawlers read your site, and what your pages served.",
      "url": "https://salience.com/",
      "pricingUrl": "https://salience.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Which bots",
        "AI crawlers read your site",
        "And what your pages served"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.salience/logs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://salience.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.salience/logs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "samedoc",
      "name": "Samedoc",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Translate PDFs and scans into another language in the same layout, every number kept. PDF to Word.",
      "url": "https://samedoc.app/",
      "pricingUrl": "https://samedoc.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Translate PDFs",
        "Scans into another language in the same layout",
        "Every number kept"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.samedoc/samedoc). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://samedoc.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.samedoc/samedoc",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sancera",
      "name": "Sancera",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Official statistics, registers and market data for Sweden, the Nordics and the EU, with sources.",
      "url": "https://sancera.ai/",
      "pricingUrl": "https://sancera.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Official statistics",
        "Registers",
        "Market data for Sweden",
        "The Nordics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "economic-modelling"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.sancera/sancera). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sancera.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.sancera/sancera",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "sas-viya",
      "name": "SAS Viya",
      "vendor": "SAS",
      "category": "Analytics platform",
      "description": "Enterprise analytics, statistics and AI platform common in pharma, banking and government.",
      "url": "https://www.sas.com/en_us/software/viya.html",
      "pricingUrl": "https://www.sas.com/en_us/software/how-to-buy/request-price-quote.html",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Enterprise statistics",
        "Model governance",
        "Decisioning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "risk-compliance",
        "clinical-trials"
      ],
      "sectors": [
        "pharma-biotech",
        "banking-capital-markets",
        "government-public-services",
        "insurance-actuarial"
      ],
      "bestFor": "Regulated analytics teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.sas.com/en_us/software/viya.html",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.sas.com/en_us/software/how-to-buy/request-price-quote.html",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "saturnsql",
      "name": "SaturnSQL",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "Query Postgres, MySQL, SQL Server, Oracle, BigQuery, ClickHouse and Redshift from your AI client.",
      "url": "https://saturnsql.com/",
      "pricingUrl": "https://saturnsql.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query Postgres",
        "MySQL",
        "SQL Server",
        "Oracle"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.saturnsql/saturnsql). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://saturnsql.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.saturnsql/saturnsql",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "saywink",
      "name": "SayWink",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Instagram comment-to-DM automations, scheduled posts, stats and DM inbox for your accounts.",
      "url": "https://saywink.com/",
      "pricingUrl": "https://saywink.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Instagram comment-to-DM automations",
        "Scheduled posts",
        "Stats",
        "DM inbox for your accounts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.saywink/saywink). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://saywink.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.saywink/saywink",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "scenaloom",
      "name": "Scenaloom",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Read and edit your screenplays, series and novels in Scenaloom, with edits you approve.",
      "url": "https://scenaloom.com/",
      "pricingUrl": "https://scenaloom.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and edit your screenplays, series and novels in Scenaloom",
        "Writing & publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.scenaloom/scenaloom). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://scenaloom.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.scenaloom/scenaloom",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "scenario",
      "name": "Scenario",
      "vendor": "Scenario",
      "category": "Game assets",
      "description": "Trains custom models for consistent game art and asset production.",
      "url": "https://www.scenario.com/",
      "pricingUrl": "https://www.scenario.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Custom style training",
        "Consistent assets",
        "API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "game-development",
        "arts-culture-entertainment"
      ],
      "bestFor": "Game art teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.scenario.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "schematik",
      "name": "Schematik",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Search electronics parts and step-by-step hardware build guides from Schematik.",
      "url": "https://www.schematik.io/",
      "pricingUrl": "https://www.schematik.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Engineering design",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.schematik/schematik). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.schematik.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.schematik/schematik",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "scholarcy",
      "name": "Scholarcy",
      "vendor": "Scholarcy",
      "category": "Paper summarisation",
      "description": "Summarises research articles into structured flashcards and key points.",
      "url": "https://www.scholarcy.com/",
      "pricingUrl": "https://www.scholarcy.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Paid plan prices could not be read from the reviewed page. A 1-week free trial is offered.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "A free article summarizer is available.",
      "features": [
        "Article summaries",
        "Flashcards",
        "Reference extraction"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "academic-writing"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Students and researchers triaging reading.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.scholarcy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.scholarcy.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "schrodinger",
      "name": "Schrödinger",
      "vendor": "Schrödinger",
      "category": "Computational chemistry",
      "description": "Physics-based and machine-learning molecular modelling for drug discovery and materials science.",
      "url": "https://www.schrodinger.com/",
      "pricingUrl": "https://www.schrodinger.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Molecular simulation",
        "Free-energy calculations",
        "Materials modelling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "drug-discovery",
        "chemistry-materials"
      ],
      "sectors": [
        "pharma-biotech",
        "chemistry-materials-science"
      ],
      "bestFor": "Computational chemists running structure-based design.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.schrodinger.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "scispace",
      "name": "SciSpace",
      "vendor": "PubGenius",
      "category": "Research assistant",
      "description": "AI workspace for literature search, reading papers and extracting data from them.",
      "url": "https://scispace.com/",
      "pricingUrl": "https://scispace.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Paper chat",
        "Literature review tables",
        "Citation generation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "academic-writing"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Researchers extracting data from many papers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 202), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://scispace.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "scite",
      "name": "Scite",
      "vendor": "Research Solutions",
      "category": "Citation analysis",
      "description": "Shows how papers are cited, including supporting and contrasting citation statements.",
      "url": "https://scite.ai/",
      "pricingUrl": "https://scite.ai/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Smart citations",
        "Assistant with references",
        "Reference checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "academic-writing"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Researchers judging how findings held up.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://scite.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "scopus-ai",
      "name": "Scopus AI",
      "vendor": "Elsevier",
      "category": "Literature search",
      "description": "Generative summaries and concept exploration over Scopus-indexed literature.",
      "url": "https://www.elsevier.com/products/scopus/scopus-ai",
      "pricingUrl": "https://www.elsevier.com/products/scopus/scopus-ai",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Referenced summaries",
        "Concept maps",
        "Expert discovery"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "University researchers with Scopus access.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.elsevier.com/products/scopus/scopus-ai",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "scrape-ly",
      "name": "Scrape.ly",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Find Actors in the Scrape.ly Store, run them, and read their datasets, key-value stores and logs.",
      "url": "https://scrape.ly/",
      "pricingUrl": "https://scrape.ly/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find Actors in the Scrape.ly Store",
        "Run them",
        "And read their datasets",
        "Key-value stores"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ly.scrape/scrapely-mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://scrape.ly/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ly.scrape/scrapely-mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "scrapeio",
      "name": "ScrapeIO",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Public data from TikTok, Instagram, YouTube, X, Facebook and 28 more platforms.",
      "url": "https://scrapeio.com/",
      "pricingUrl": "https://scrapeio.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Public data from TikTok",
        "Instagram",
        "YouTube",
        "Facebook"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.scrapeio/scrapeio). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://scrapeio.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.scrapeio/scrapeio",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "scrapewise",
      "name": "Scrapewise",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Clean, matched, AI-ready product data from any website.",
      "url": "https://scrapewise.ai/",
      "pricingUrl": "https://scrapewise.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clean, matched, AI-ready product data from any website",
        "Data extraction"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.scrapewise/scrapewise). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://scrapewise.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.scrapewise/scrapewise",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "scraping-daddy",
      "name": "Scraping Daddy",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Structured public data from YouTube, TikTok, Instagram, Reddit, X, Facebook, Google Maps and more.",
      "url": "https://scrapingdaddy.com/",
      "pricingUrl": "https://scrapingdaddy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Structured public data from YouTube",
        "TikTok",
        "Instagram",
        "Reddit"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.scrapingdaddy/scraping-daddy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://scrapingdaddy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.scrapingdaddy/scraping-daddy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "screen-browser",
      "name": "Screen Browser",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Your coding agent records a demo or tutorial video of your web app.",
      "url": "https://screenbrowser.com/",
      "pricingUrl": "https://screenbrowser.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video & audio",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.screenbrowser/screenbrowser). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://screenbrowser.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.screenbrowser/screenbrowser",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "screenrove",
      "name": "Screenrove",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Real SaaS UI screenshots for coding agents: onboarding flows, pricing pages, design inspiration.",
      "url": "https://screenrove.com/",
      "pricingUrl": "https://screenrove.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Onboarding flows",
        "Pricing pages",
        "Design inspiration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.screenrove/screenrove). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://screenrove.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.screenrove/screenrove",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "screenshot-scout",
      "name": "Screenshot Scout",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Capture screenshots of webpages as images or PDFs with Screenshot Scout.",
      "url": "https://screenshotscout.com/",
      "pricingUrl": "https://screenshotscout.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.screenshotscout/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://screenshotscout.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.screenshotscout/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "scribblevet",
      "name": "ScribbleVet",
      "vendor": "ScribbleVet",
      "category": "Veterinary documentation",
      "description": "AI scribe for veterinary medical records.",
      "url": "https://www.scribblevet.com/",
      "pricingUrl": "https://www.scribblevet.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Veterinary notes",
        "Templates",
        "Audio capture"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-documentation"
      ],
      "sectors": [
        "veterinary-animal-health"
      ],
      "bestFor": "Veterinarians.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.scribblevet.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "sdsentry",
      "name": "SDSentry",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "SDS lookup, GHS pictograms, HazCom dates; customers: list my chemicals, sheets due, PPE, hazards.",
      "url": "https://sdsentry.0xpi.com/",
      "pricingUrl": "https://sdsentry.0xpi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "List my chemicals",
        "Sheets due",
        "PPE",
        "Hazards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "chemistry-materials-science"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.0xpi.sdsentry/sds-lookup). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sdsentry.0xpi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.0xpi.sdsentry/sds-lookup",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "se-ranking",
      "name": "SE Ranking",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "SE Ranking SEO: keywords, backlinks, domains, SERP, audits, rank tracking, AI Search visibility.",
      "url": "https://seranking.com/",
      "pricingUrl": "https://seranking.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Keywords",
        "Backlinks",
        "Domains",
        "SERP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.seranking/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://seranking.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.seranking/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sealcord",
      "name": "Sealcord",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Look up, issue and revoke signed licence keys and machines for the apps you sell.",
      "url": "https://sealcord.com/",
      "pricingUrl": "https://sealcord.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Look up",
        "Issue",
        "Revoke signed licence keys",
        "Machines for the apps you sell"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sealcord/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sealcord.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sealcord/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "searchblueprint",
      "name": "SearchBlueprint",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Google rank and AI Overview checks with no key. With an API key, write and publish SEO articles.",
      "url": "https://searchblueprint.io/",
      "pricingUrl": "https://searchblueprint.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google rank",
        "AI Overview checks with no key"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.searchblueprint/searchblueprint). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://searchblueprint.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.searchblueprint/searchblueprint",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "searchpipe",
      "name": "SearchPipe",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Web search API and MCP server for developers building AI agents.",
      "url": "https://searchpipe.tech/",
      "pricingUrl": "https://searchpipe.tech/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web search API",
        "MCP server for developers building AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tech.searchpipe/searchpipe). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://searchpipe.tech/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tech.searchpipe/searchpipe",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "seatlayer",
      "name": "SeatLayer",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Build seating charts and run reserved-seat events: sections, prices, blocked seats and sales reports.",
      "url": "https://seatlayer.io/",
      "pricingUrl": "https://seatlayer.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sections",
        "Prices",
        "Blocked seats",
        "Sales reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.seatlayer/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://seatlayer.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.seatlayer/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sec-filings",
      "name": "SEC Filings",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Read SEC filings, reported financial facts and sampled filing comparisons with original sources.",
      "url": "https://filings.tools/",
      "pricingUrl": "https://filings.tools/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read SEC filings",
        "Reported financial facts",
        "Sampled filing comparisons with original sources"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (tools.filings/sec-filings). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://filings.tools/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tools.filings/sec-filings",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "security-startups",
      "name": "Security Startups",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search a curated directory of young security companies and its CC BY 4.0 stats. Read-only, no key.",
      "url": "https://securitystartups.com/",
      "pricingUrl": "https://securitystartups.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.securitystartups/catalog). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://securitystartups.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.securitystartups/catalog",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "seller-labs-amazon",
      "name": "Seller Labs Amazon",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Amazon Seller Central + Ads data for AI agents: true SKU profit with COGS, inventory, ads, orders.",
      "url": "https://www.sellerlabs.com/",
      "pricingUrl": "https://www.sellerlabs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "True SKU profit with COGS",
        "Inventory",
        "Ads",
        "Orders"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sellerlabs/amazon-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.sellerlabs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sellerlabs/amazon-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sellerfile",
      "name": "SellerFile",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Walmart Marketplace seller profit, P&L and per-product metrics from SellerFile. Read-only.",
      "url": "https://www.sellerfile.com/",
      "pricingUrl": "https://www.sellerfile.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Walmart Marketplace seller profit",
        "P&L",
        "Per-product metrics from SellerFile"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "finance-accounting"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sellerfile/walmart-seller). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.sellerfile.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sellerfile/walmart-seller",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sellfy",
      "name": "Sellfy",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Run your Sellfy store from your AI assistant: products, discounts, orders, sales and email drafts.",
      "url": "https://sellfy.com/",
      "pricingUrl": "https://sellfy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Products",
        "Discounts",
        "Orders",
        "Sales"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sellfy/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sellfy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sellfy/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "semantic-scholar",
      "name": "Semantic Scholar",
      "vendor": "Allen Institute for AI",
      "category": "Literature search",
      "description": "Free AI-powered research paper search with summaries and citation graphs.",
      "url": "https://www.semanticscholar.org/",
      "pricingUrl": "https://www.semanticscholar.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Paper search",
        "TLDR summaries",
        "Citation graph"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Anyone searching academic literature.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.semanticscholar.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "semrush",
      "name": "Semrush",
      "vendor": "Semrush",
      "category": "SEO & marketing",
      "description": "Search and marketing visibility suite with AI assistants.",
      "url": "https://www.semrush.com/",
      "pricingUrl": "https://www.semrush.com/pricing/seo-ai-search/",
      "pricingModel": "Free + paid",
      "pricingSummary": "SEO and AI search plans are $139, $199 and $299 a month, or $117.33, $165.17 and $248.17 billed annually. Add-ons cost extra.",
      "startingPrice": 139,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "A $0 a month plan with no card.",
      "features": [
        "Keyword research",
        "Competitor analysis",
        "AI visibility"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "analyze-data"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "SEO teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.semrush.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.semrush.com/pricing/seo-ai-search/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "send4",
      "name": "Send4",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Ask about and change your Send4 flows, campaigns, conversations, leads and calendar.",
      "url": "https://send4.ai/",
      "pricingUrl": "https://send4.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask about",
        "Change your Send4 flows",
        "Campaigns",
        "Conversations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.send4/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://send4.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.send4/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendcove",
      "name": "Sendcove",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft and schedule posts for X, Instagram, TikTok, Threads, Bluesky, YouTube, Facebook and LinkedIn.",
      "url": "https://www.sendcove.app/",
      "pricingUrl": "https://www.sendcove.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft and schedule posts for X, Instagram, TikTok, Threads, Bluesky",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.sendcove/sendcove). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.sendcove.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.sendcove/sendcove",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendinel",
      "name": "Sendinel",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI-controlled email ops for campaigns, contacts, segments, analytics, and sending.",
      "url": "https://sendinel.ai/",
      "pricingUrl": "https://sendinel.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI-controlled email ops for campaigns",
        "Contacts",
        "Segments",
        "Analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.sendinel/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sendinel.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.sendinel/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendlint",
      "name": "SendLint",
      "vendor": "SendLint",
      "category": "Email QA",
      "description": "Checks marketing emails against approved assets; seen on BetaList.",
      "url": "https://sendlint.com/",
      "pricingUrl": "https://sendlint.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Team is $299 per member a month, or $249 billed yearly. Pro is $988, or $799 billed yearly.",
      "startingPrice": 299,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Reviewer seats are free; no free plan was confirmed.",
      "features": [
        "Email QA",
        "Link checks",
        "Asset approval"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Email marketing teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://sendlint.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://sendlint.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "sendly",
      "name": "Sendly",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Send email, manage contacts, campaigns and workflows, and diagnose deliverability in Sendly.",
      "url": "https://sendly.now/",
      "pricingUrl": "https://sendly.now/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send email",
        "Manage contacts",
        "Campaigns",
        "Workflows"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (now.sendly/sendly). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sendly.now/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=now.sendly/sendly",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendocado",
      "name": "Sendocado",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Activation and onboarding emails for software products, sent through your own email provider.",
      "url": "https://sendocado.com/",
      "pricingUrl": "https://sendocado.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Activation and onboarding emails for software products, sent through",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sendocado/sendocado). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sendocado.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sendocado/sendocado",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendora",
      "name": "Sendora",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Sendora's docs and API for coding agents: send test mail, read the log, set up webhooks.",
      "url": "https://sendora.se/",
      "pricingUrl": "https://sendora.se/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send test mail",
        "Read the log",
        "Set up webhooks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (se.sendora/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sendora.se/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=se.sendora/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendraven",
      "name": "Sendraven",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Email infrastructure for AI agents: send, read replies as threads, campaigns, per-key limits.",
      "url": "https://sendraven.ai/",
      "pricingUrl": "https://sendraven.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send",
        "Read replies as threads",
        "Campaigns",
        "Per-key limits"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.sendraven/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sendraven.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.sendraven/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendregistered",
      "name": "SendRegistered",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Send registered letters with proof, nationally and internationally, from your AI assistant.",
      "url": "https://sendregistered.com/",
      "pricingUrl": "https://sendregistered.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send registered letters with proof",
        "Nationally",
        "Internationally",
        "From your AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sendregistered/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sendregistered.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sendregistered/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sendseven",
      "name": "Sendseven",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Unified messaging MCP server: WhatsApp, Instagram, Telegram, SMS, Messenger & email support inbox.",
      "url": "https://sendseven.com/",
      "pricingUrl": "https://sendseven.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "WhatsApp",
        "Instagram",
        "Telegram",
        "SMS"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sendseven/messaging). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sendseven.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sendseven/messaging",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sentrint",
      "name": "Sentrint",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Code security scanner for founders and small teams: leaked secrets, missing RLS, injection, CVEs.",
      "url": "https://sentrint.com/",
      "pricingUrl": "https://sentrint.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Leaked secrets",
        "Missing RLS",
        "Injection",
        "CVEs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sentrint/sentrint). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sentrint.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sentrint/sentrint",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "seomatic",
      "name": "SEOmatic",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "SEO agent: GSC, keywords, local rank tracking, Business Profile, AI visibility, approval-gated fixes.",
      "url": "https://seomatic.ai/",
      "pricingUrl": "https://seomatic.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "GSC",
        "Keywords",
        "Local rank tracking",
        "Business Profile"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.seomatic/seomatic). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://seomatic.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.seomatic/seomatic",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "serpbit",
      "name": "Serpbit",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Google Search, News, Shopping, Images, Maps and AI Mode as data for AI agents.",
      "url": "https://serpbit.com/",
      "pricingUrl": "https://serpbit.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Google Search",
        "News",
        "Shopping",
        "Images"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.serpbit/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://serpbit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.serpbit/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "serpier",
      "name": "Serpier",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track AI visibility and SEO performance, monitor publications and manage link-building orders.",
      "url": "https://serpier.com/",
      "pricingUrl": "https://serpier.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track AI visibility",
        "SEO performance",
        "Monitor publications",
        "Manage link-building orders"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.serpier/serpier). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://serpier.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.serpier/serpier",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "serverscan",
      "name": "ServerScan",
      "vendor": "Not verified",
      "category": "Security",
      "description": "PCI ASV scan prices, SAQ check, payment page check, PCI guides and scan-failure fixes.",
      "url": "https://www.serverscan.com/",
      "pricingUrl": "https://www.serverscan.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "PCI ASV scan prices",
        "SAQ check",
        "Payment page check",
        "PCI guides"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.serverscan/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.serverscan.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.serverscan/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "service-engineer-ai",
      "name": "Service Engineer AI",
      "vendor": "Not verified",
      "category": "Medical imaging",
      "description": "Medical equipment troubleshooting and spare parts lookup for biomedical and service engineers.",
      "url": "https://serviceengineer.academy/",
      "pricingUrl": "https://serviceengineer.academy/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Medical equipment troubleshooting",
        "Spare parts lookup for biomedical",
        "Service engineers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "medical-imaging"
      ],
      "sectors": [
        "medical-devices-diagnostics"
      ],
      "bestFor": "Medical imaging teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (academy.serviceengineer/se-ai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://serviceengineer.academy/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=academy.serviceengineer/se-ai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "setlatch",
      "name": "SetLatch",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Privacy requests (DSARs) for every site you run: triage, app look-ups, tasks and the audit trail.",
      "url": "https://setlatch.com/",
      "pricingUrl": "https://setlatch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Triage",
        "App look-ups",
        "Tasks",
        "The audit trail"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.setlatch/setlatch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://setlatch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.setlatch/setlatch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "setttle",
      "name": "Setttle",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Read and update double-entry books: accounts, invoices, bills, bank activity and reports.",
      "url": "https://setttle.ca/",
      "pricingUrl": "https://setttle.ca/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounts",
        "Invoices",
        "Bills",
        "Bank activity"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ca.setttle/setttle). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://setttle.ca/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ca.setttle/setttle",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "seyka-ru",
      "name": "Seyka.ru",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Hosted SEO analytics and tools: Yandex, Google Search Console, Topvisor, Rush Analytics and Keys.so.",
      "url": "https://seyka.ru/",
      "pricingUrl": "https://seyka.ru/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Yandex",
        "Google Search Console",
        "Topvisor",
        "Rush Analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ru.seyka/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://seyka.ru/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ru.seyka/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shapelessai",
      "name": "ShapelessAI",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI social media team for founders: posts and short video to LinkedIn, X, Instagram, TikTok and more.",
      "url": "https://shapelessai.com/",
      "pricingUrl": "https://shapelessai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Posts",
        "Short video to LinkedIn",
        "Instagram",
        "TikTok"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.shapelessai/shapeless). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shapelessai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.shapelessai/shapeless",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "share-by-deltabreen",
      "name": "Share by DeltaBreen",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Send encrypted files and secrets, collect files and get documents signed, from your AI.",
      "url": "https://share.deltabreen.eu/",
      "pricingUrl": "https://share.deltabreen.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send encrypted files",
        "Secrets",
        "Collect files",
        "Get documents signed"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.deltabreen/share). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://share.deltabreen.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.deltabreen/share",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shareglint",
      "name": "Shareglint",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Render Open Graph and social images from HTML templates, build og:image URLs, AI templates.",
      "url": "https://shareglint.com/",
      "pricingUrl": "https://shareglint.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Render Open Graph",
        "Social images from HTML templates",
        "Build og:image URLs",
        "AI templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.shareglint/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shareglint.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.shareglint/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shareofask",
      "name": "ShareOfAsk",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI visibility analytics: brand mentions, AI answers, cited sources, metrics and recommendations.",
      "url": "https://www.shareofask.com/",
      "pricingUrl": "https://www.shareofask.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Brand mentions",
        "AI answers",
        "Cited sources",
        "Metrics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.shareofask/shareofask). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.shareofask.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.shareofask/shareofask",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sharepa",
      "name": "sharepa",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Put chat-built pages online with your own address, forms, calendar bookings, password and stats.",
      "url": "https://getsharepa.ch/",
      "pricingUrl": "https://getsharepa.ch/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Forms",
        "Calendar bookings",
        "Password",
        "Stats"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ch.getsharepa/sharepa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getsharepa.ch/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ch.getsharepa/sharepa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sheetdb",
      "name": "SheetDB",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "Read and write Google Sheets rows via SheetDB APIs; per-API agent permissions, approved deletes.",
      "url": "https://sheetdb.io/",
      "pricingUrl": "https://sheetdb.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and write Google Sheets rows via SheetDB APIs; per-API agent",
        "SQL & databases"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.sheetdb/sheetdb). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sheetdb.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.sheetdb/sheetdb",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sherweb-platform",
      "name": "Sherweb Platform",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Sherweb Platform MCP server to manage subscriptions and orders. Use OpenID Connect to authenticate.",
      "url": "https://helpdesk.sherweb.com/",
      "pricingUrl": "https://helpdesk.sherweb.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sherweb/platform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://helpdesk.sherweb.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sherweb/platform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shield-ai",
      "name": "Shield AI",
      "vendor": "Shield AI",
      "category": "Defence autonomy",
      "description": "Autonomy software for aircraft and defence systems.",
      "url": "https://shield.ai/",
      "pricingUrl": "https://shield.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Autonomy software",
        "Hivemind",
        "Mission planning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "aerospace-defence"
      ],
      "bestFor": "Defence programmes.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://shield.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "shield-kya",
      "name": "Shield KYA",
      "vendor": "Shield Agent AI",
      "category": "Privacy & AI governance",
      "description": "Records and gates the tool calls of AI coding agents such as Claude Code, Cursor and Codex.",
      "url": "https://shield-agent.com/",
      "pricingUrl": "https://shield-agent.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Starter is US$29, Pro is US$149 and Scale is US$499 per month, set by agent activity. The source code is MIT-licensed.",
      "startingPrice": 29,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "100k governed events per month, 5 agents and 2 seats.",
      "features": [
        "Audit trail for agent tool calls",
        "Allow, deny or require approval policies",
        "Agent registry with revoke",
        "Live activity dashboard"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams running AI coding agents who need an audit trail.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site, pricing page and GitHub repository read on the review date. The repository listed different plan names, so pricing follows the official pricing page. The repository is young, with 3 GitHub stars at review.",
      "sources": [
        {
          "url": "https://shield-agent.com/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://shield-agent.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://github.com/The-Pixel-Boys/shield-kya",
          "label": "Official source repository",
          "checkedAt": "2026-11-04",
          "supports": "licence"
        }
      ],
      "evidenceLevel": "source-reviewed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "shift-technology",
      "name": "Shift Technology",
      "vendor": "Shift Technology",
      "category": "Insurance claims",
      "description": "AI decisioning for insurance claims, fraud and underwriting.",
      "url": "https://www.shift-technology.com/",
      "pricingUrl": "https://www.shift-technology.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Claims automation",
        "Fraud detection",
        "Underwriting support"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial"
      ],
      "sectors": [
        "insurance-actuarial",
        "finance-insurance"
      ],
      "bestFor": "Insurers' claims leaders.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.shift-technology.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "shiko-mind-maps",
      "name": "Shiko Mind Maps",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Read and edit shared mind maps. Your team sees each change live and can undo any edit.",
      "url": "https://www.shiko.app/",
      "pricingUrl": "https://www.shiko.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read and edit shared mind maps",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.shiko/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.shiko.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.shiko/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shipeasy",
      "name": "Shipeasy",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Feature flags, A/B experiments, kill switches, dynamic config & i18n Shipeasy MCP server.",
      "url": "https://shipeasy.ai/",
      "pricingUrl": "https://shipeasy.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Feature flags",
        "A/B experiments",
        "Kill switches",
        "Dynamic config & i18n Shipeasy MCP server"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.shipeasy/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shipeasy.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.shipeasy/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shiphero",
      "name": "ShipHero",
      "vendor": "ShipHero",
      "category": "Warehouse management",
      "description": "Warehouse management software for pick, pack and ship operations.",
      "url": "https://www.shiphero.com/",
      "pricingUrl": "https://www.shiphero.com/speak-with-us",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Pick and pack",
        "Inventory counts",
        "Shipping labels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "plan-supply-chain"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Warehouse teams shipping parcels.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.shiphero.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "shiprocket",
      "name": "Shiprocket",
      "vendor": "Shiprocket",
      "category": "Shipping",
      "description": "Shipping aggregator with courier selection and delivery tracking.",
      "url": "https://www.shiprocket.in/",
      "pricingUrl": "https://www.shiprocket.in/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Business is ₹199, Advanced ₹499 and Pro ₹799 a month, plus shipment costs.",
      "startingPrice": 199,
      "currency": "INR",
      "billing": "monthly",
      "freePlan": "Lite is free, for up to 5 orders a month, plus shipment costs.",
      "features": [
        "Courier aggregation",
        "Tracking",
        "AI courier selection"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "delivery-management"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Indian sellers sending parcels.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.shiprocket.in/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.shiprocket.in/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "shipstar",
      "name": "Shipstar",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Generate changelogs, release emails, help-center articles, banners, and social posts from commits.",
      "url": "https://shipstar.ai/",
      "pricingUrl": "https://shipstar.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate changelogs",
        "Release emails",
        "Help-center articles",
        "Banners"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.shipstar/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shipstar.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.shipstar/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shiptrail",
      "name": "Shiptrail",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Live AIS ship tracking: any vessel, the ships near any place, port arrivals and trends at sea.",
      "url": "https://shiptrail.io/",
      "pricingUrl": "https://shiptrail.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Any vessel",
        "The ships near any place",
        "Port arrivals",
        "Trends at sea"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.shiptrail/shiptrail). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shiptrail.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.shiptrail/shiptrail",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "shockatlas",
      "name": "ShockAtlas",
      "vendor": "Not verified",
      "category": "Economic data",
      "description": "Economic exposure to climate and geopolitical shocks: signals, data series, reviewed dossiers.",
      "url": "https://shockatlas.com/",
      "pricingUrl": "https://shockatlas.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Signals",
        "Data series",
        "Reviewed dossiers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "risk-compliance"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Economists and policy analysts.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.shockatlas/atlas). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shockatlas.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.shockatlas/atlas",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "shopemail",
      "name": "Shopemail",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Design, preview, and export Shopify notification emails in your authorized Shopemail theme.",
      "url": "https://shopemail.app/",
      "pricingUrl": "https://shopemail.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design, preview, and export Shopify notification emails in your",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.shopemail/shopemail). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shopemail.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.shopemail/shopemail",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shopify-sidekick",
      "name": "Shopify Sidekick",
      "vendor": "Shopify",
      "category": "Ecommerce",
      "description": "AI commerce assistant built into Shopify for building a store and running marketing and merchant tasks.",
      "url": "https://www.shopify.com/in/sidekick",
      "pricingUrl": "https://www.shopify.com/in/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Sidekick is built into Shopify plans. Prices shown for India: Basic is ₹1,994 a month or ₹1,499 billed yearly, Grow is ₹5,599 and Advanced ₹22,680.",
      "startingPrice": 1994,
      "currency": "INR",
      "billing": "monthly",
      "freePlan": "No free plan. 3-day free trial.",
      "features": [
        "Store assistant",
        "Product and marketing content",
        "Merchant task help"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "write-and-edit"
      ],
      "sectors": [
        "retail-ecommerce",
        "fashion-apparel-design"
      ],
      "bestFor": "Online store owners on Shopify.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.shopify.com/in/sidekick",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.shopify.com/in/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "shortsintel",
      "name": "ShortsIntel",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Short-form video and ad intelligence for TikTok, Instagram Reels, YouTube Shorts and Meta ads.",
      "url": "https://www.shortsintel.com/",
      "pricingUrl": "https://www.shortsintel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Short-form video",
        "Ad intelligence for TikTok",
        "Instagram Reels",
        "YouTube Shorts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.shortsintel/shortsintel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.shortsintel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.shortsintel/shortsintel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shortsync",
      "name": "ShortSync",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Let AI agents draft, schedule and publish posts to 17 social platforms, read analytics and reply.",
      "url": "https://www.shortsync.app/",
      "pricingUrl": "https://www.shortsync.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Let AI agents draft",
        "Schedule",
        "Publish posts to 17 social platforms",
        "Read analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.shortsync/shortsync). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.shortsync.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.shortsync/shortsync",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shortvidapi",
      "name": "ShortVidAPI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Real-time short-form video, creator profiles, comments, trends & ad data MCP. OAuth or API key.",
      "url": "https://shortvidapi.com/",
      "pricingUrl": "https://shortvidapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time short-form video",
        "Creator profiles",
        "Comments",
        "Trends & ad data MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.shortvidapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shortvidapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.shortvidapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shorty",
      "name": "Shorty",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Summarize and transcribe videos, audio, documents and web pages; subtitles; search your library.",
      "url": "https://aishorty.com/",
      "pricingUrl": "https://aishorty.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Summarize and transcribe videos, audio, documents and web pages",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.aishorty/shorty). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aishorty.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.aishorty/shorty",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "shotlane",
      "name": "Shotlane",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "A real browser for your agent: screenshots, page checks, Markdown and PDFs.",
      "url": "https://shotlane.dev/",
      "pricingUrl": "https://shotlane.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Screenshots",
        "Page checks",
        "Markdown",
        "PDFs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.shotlane/shotlane). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shotlane.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.shotlane/shotlane",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "siemens-eigen-engineering-agent",
      "name": "Siemens Eigen Engineering Agent",
      "vendor": "Siemens",
      "category": "Industrial engineering",
      "description": "Assist with PLC code, HMI development, hardware configuration, and project understanding inside TIA Portal.",
      "url": "https://www.siemens.com/en-us/products/tia-portal/eigen-engineering-agent/",
      "pricingUrl": "https://www.dex.siemens.com/industrialsoftware/automation-software/eigen-engineering-agent",
      "pricingModel": "Not verified",
      "pricingSummary": "Paid subscription purchased through Siemens Digital Exchange. The marketplace price did not render during review; confirm regional terms with Siemens.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Official product page offers a one-month trial.",
      "features": [
        "PLC code generation and testing",
        "WinCC Unified HMI scripting",
        "Drive configuration",
        "TIA project explanations"
      ],
      "integrations": [
        "TIA Portal V19, V20, V21",
        "WinCC Unified"
      ],
      "platforms": [],
      "tasks": [
        "design-engineering",
        "write-and-test-code"
      ],
      "sectors": [
        "manufacturing",
        "construction-engineering",
        "energy-utilities"
      ],
      "bestFor": "Automation engineers and industrial controls teams using Siemens TIA Portal.",
      "limitations": [
        "Requires a valid supported TIA Portal license and organizational account.",
        "Qualified engineers must validate generated control logic before equipment deployment."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.siemens.com/en-us/products/tia-portal/eigen-engineering-agent/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.dex.siemens.com/industrialsoftware/automation-software/eigen-engineering-agent",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Uses the current official Eigen Engineering Agent name instead of the earlier Industrial/Engineering Copilot label. Current marketplace URL was reached from the official product page, but its price was not readable.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "sift-clips",
      "name": "Sift Clips",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Search video footage an editor shared with you by what's on screen, what's said or who's in it.",
      "url": "https://siftclips.com/",
      "pricingUrl": "https://siftclips.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video & audio",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.siftclips/sift-clips). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://siftclips.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.siftclips/sift-clips",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sightkick",
      "name": "Sightkick",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "The agentic SEO and GEO platform your AI agent uses to rank on Google and in AI search.",
      "url": "https://sightkick.so/",
      "pricingUrl": "https://sightkick.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "The agentic SEO",
        "In AI search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.sightkick/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sightkick.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.sightkick/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sigil-e-signatures",
      "name": "Sigil e-signatures",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Send a PDF or DOCX for e-signature as a pact, track its signers and fetch the signed copy.",
      "url": "https://signwithsigil.com/",
      "pricingUrl": "https://signwithsigil.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send a PDF or DOCX for e-signature as a pact",
        "Track its signers",
        "Fetch the signed copy"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.signwithsigil/sigil). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://signwithsigil.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.signwithsigil/sigil",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "signa",
      "name": "Signa",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Search, screen and monitor trademarks across USPTO, EUIPO, WIPO, UKIPO and more with one API.",
      "url": "https://signa.so/",
      "pricingUrl": "https://signa.so/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, screen and monitor trademarks across USPTO, EUIPO, WIPO, UKIPO",
        "Legal research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (so.signa/signa). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://signa.so/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=so.signa/signa",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "signal-beam",
      "name": "Signal Beam",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Server-side conversion tracking: check setup, read attribution and events, propose changes.",
      "url": "https://www.signalbeam.co/",
      "pricingUrl": "https://www.signalbeam.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check setup",
        "Read attribution",
        "Events",
        "Propose changes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.signalbeam/signal-beam). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.signalbeam.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.signalbeam/signal-beam",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "signal-by-stackenhance",
      "name": "Signal by StackEnhance",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "How often 13,000+ e-commerce brands send marketing emails: counts, send dates, recent subject lines.",
      "url": "https://stackenhance.com/",
      "pricingUrl": "https://stackenhance.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Counts",
        "Send dates",
        "Recent subject lines"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "market-investment-research"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.stackenhance/signal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://stackenhance.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.stackenhance/signal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "signal8",
      "name": "Signal8",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "SEC filings, dilution, insider & institutional ownership, and political-trade data for AI agents.",
      "url": "https://signal8.ai/",
      "pricingUrl": "https://signal8.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "SEC filings",
        "Dilution",
        "Insider & institutional ownership",
        "And political-trade data for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.signal8/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://signal8.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.signal8/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "signalpet",
      "name": "SignalPET",
      "vendor": "SignalPET",
      "category": "Veterinary imaging",
      "description": "AI radiology support for veterinary practices.",
      "url": "https://www.signalpet.com/",
      "pricingUrl": "https://www.signalpet.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Veterinary radiographs",
        "Rapid results",
        "Clinic use"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "medical-imaging"
      ],
      "sectors": [
        "veterinary-animal-health"
      ],
      "bestFor": "Veterinary clinics.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.signalpet.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "signalshelf",
      "name": "SignalShelf",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Public social, ad library and Google Maps data: TikTok, Instagram, YouTube, X, Facebook and more.",
      "url": "https://signalshelf.dev/",
      "pricingUrl": "https://signalshelf.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "TikTok",
        "Instagram",
        "YouTube",
        "Facebook"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.signalshelf/signalshelf). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://signalshelf.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.signalshelf/signalshelf",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "signathing-e-signature",
      "name": "Signathing e-signature",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Send PDFs for e-signature from AI agents, with a public hash-chained evidence log anyone can verify.",
      "url": "https://signathing.com/",
      "pricingUrl": "https://signathing.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Workflow automation",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.signathing/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://signathing.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.signathing/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "signkaro-e-signature",
      "name": "SignKaro e-signature",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Make contracts from templates, send them for e-signature by email, and track who has signed.",
      "url": "https://signkaro.org/",
      "pricingUrl": "https://signkaro.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Make contracts from templates",
        "Send them for e-signature by email",
        "And track who has signed"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.signkaro/signkaro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://signkaro.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.signkaro/signkaro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "signthis",
      "name": "SignThis",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Track and send e-signature documents. Needs a SignThis API key; read-only by default.",
      "url": "https://signthis.pro/",
      "pricingUrl": "https://signthis.pro/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track and send e-signature documents",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pro.signthis/signthis). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://signthis.pro/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pro.signthis/signthis",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "simple-house-planner",
      "name": "Simple House Planner",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Design and change floor plans to scale in 2D and 3D: walls, rooms, roofs, furniture and gardens.",
      "url": "https://simplehouseplanner.com/",
      "pricingUrl": "https://simplehouseplanner.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Walls",
        "Rooms",
        "Roofs",
        "Furniture"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.simplehouseplanner/floor-plans). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://simplehouseplanner.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.simplehouseplanner/floor-plans",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "simplepush",
      "name": "Simplepush",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Send tasks and notifications to people's phones. Answers build a queryable knowledge base.",
      "url": "https://simplepu.sh/",
      "pricingUrl": "https://simplepu.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send tasks",
        "Notifications to people's phones"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.simplepu/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://simplepu.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.simplepu/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "simplifyd-cloud",
      "name": "Simplifyd Cloud",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy and manage services, databases, domains and DNS on Simplifyd Cloud.",
      "url": "https://simplifyd.com/",
      "pricingUrl": "https://simplifyd.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy and manage services, databases, domains and DNS on Simplifyd",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.simplifyd/cloud). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://simplifyd.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.simplifyd/cloud",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "simplio3d",
      "name": "Simplio3D",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Inspect, validate and safely edit 3D product configurators: options, pricing, materials and rules.",
      "url": "https://simplio3d.ai/",
      "pricingUrl": "https://simplio3d.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Options",
        "Pricing",
        "Materials",
        "Rules"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.simplio3d/platform). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://simplio3d.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.simplio3d/platform",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "singularity-app",
      "name": "Singularity-app",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Manage tasks, projects, habits, Kanban boards, and time tracking with SingularityApp.",
      "url": "https://singularity-app.com/",
      "pricingUrl": "https://singularity-app.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Manage tasks",
        "Projects",
        "Habits",
        "Kanban boards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.singularity-app/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://singularity-app.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.singularity-app/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sisense",
      "name": "Sisense",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Query your Sisense data in natural language and build charts, dashboards and Pulse workflows.",
      "url": "https://sisense.com/",
      "pricingUrl": "https://sisense.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query your Sisense data in natural language",
        "Build charts",
        "Dashboards",
        "Pulse workflows"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sisense/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sisense.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sisense/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sitecite",
      "name": "sitecite",
      "vendor": "Not verified",
      "category": "Clinical trials",
      "description": "Cited clinical trial site shortlists and CRO site-list checks from ClinicalTrials.gov.",
      "url": "https://sitecite.grain64.com/",
      "pricingUrl": "https://sitecite.grain64.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cited clinical trial site shortlists",
        "CRO site-list checks from ClinicalTrials.gov"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-trials"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Clinical trial teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.grain64.sitecite/sitecite). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sitecite.grain64.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.grain64.sitecite/sitecite",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sitepeel",
      "name": "Sitepeel",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "DESIGN.md, clone prompts, HTML, screenshots, assets, fonts, colors and tech stack of any website.",
      "url": "https://sitepeel.dev/",
      "pricingUrl": "https://sitepeel.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DESIGN.md, clone prompts, HTML, screenshots, assets, fonts, colors",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.sitepeel/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sitepeel.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.sitepeel/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "siterender-api",
      "name": "SiteRender API",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Fetch public web pages live and get clean Markdown, text or HTML.",
      "url": "https://siterender.cc/",
      "pricingUrl": "https://siterender.cc/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fetch public web pages live",
        "Get clean Markdown",
        "Text or HTML"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cc.siterender/siterender). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://siterender.cc/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cc.siterender/siterender",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sitewalk",
      "name": "Sitewalk",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Technical SEO audits from ChatGPT or the web: health score, prioritised fixes, CSV and PDF reports.",
      "url": "https://audit.adityaarsharma.com/",
      "pricingUrl": "https://audit.adityaarsharma.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Health score",
        "Prioritised fixes",
        "CSV",
        "PDF reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.adityaarsharma.audit/sitewalk). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://audit.adityaarsharma.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.adityaarsharma.audit/sitewalk",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "skilltage",
      "name": "Skilltage",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "AI-assisted applicant tracking: openings, CV evidence, candidate pipeline and recruiter-sent emails.",
      "url": "https://skilltage.com/",
      "pricingUrl": "https://skilltage.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Openings",
        "CV evidence",
        "Candidate pipeline",
        "Recruiter-sent emails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.skilltage/skilltage). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://skilltage.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.skilltage/skilltage",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "skilltriage",
      "name": "SkillTriage",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Scan AI agent skills, MCP server packages and MCP configs before you install them. Static analysis.",
      "url": "https://skilltriage.moorai.dev/",
      "pricingUrl": "https://skilltriage.moorai.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scan AI agent skills",
        "MCP server packages",
        "MCP configs before you install them"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.moorai/skilltriage). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://skilltriage.moorai.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.moorai/skilltriage",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "skool",
      "name": "Skool",
      "vendor": "Skool",
      "category": "Online communities",
      "description": "Community platform with courses, calendars and leaderboards.",
      "url": "https://www.skool.com/",
      "pricingUrl": "https://www.skool.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Hobby is $9 and Pro $99 a month.",
      "startingPrice": 9,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. 14-day free trial.",
      "features": [
        "Communities",
        "Courses",
        "Gamification"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online",
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Coaches running paid groups.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 202), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing. Pricing read from the official pricing page on 2026-11-04.",
      "sources": [
        {
          "url": "https://www.skool.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        },
        {
          "url": "https://www.skool.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "skovos-governance",
      "name": "Skovos Governance",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Governance for AI agents in health systems: inventory, scoped permissions, evidence, revocation.",
      "url": "https://www.skovos.ai/",
      "pricingUrl": "https://www.skovos.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Inventory",
        "Scoped permissions",
        "Evidence",
        "Revocation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.skovos/governance). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.skovos.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.skovos/governance",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "skrap",
      "name": "Skrap",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Verify and find B2B emails, search leads and run bulk jobs from your AI assistant.",
      "url": "https://skrap.ai/",
      "pricingUrl": "https://skrap.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Verify and find B2B emails, search leads and run bulk jobs from your AI",
        "Sales & CRM"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.skrap/skrap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://skrap.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.skrap/skrap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "skryvo",
      "name": "Skryvo",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Write articles, social posts, emails, ads and listings in your brand's voice and schedule them.",
      "url": "https://skryvo.ai/",
      "pricingUrl": "https://skryvo.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write articles",
        "Social posts",
        "Emails",
        "Ads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.skryvo/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://skryvo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.skryvo/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "skycloak",
      "name": "Skycloak",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Managed Keycloak from any MCP client: clusters, realms, apps, SSO, users, domains, audit events.",
      "url": "https://skycloak.io/",
      "pricingUrl": "https://skycloak.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clusters",
        "Realms",
        "Apps",
        "SSO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.skycloak/skycloak-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://skycloak.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.skycloak/skycloak-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "skyelight",
      "name": "Skyelight",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Give your AI assistant feedback pinned to the exact element, with its code, so it can fix and reply.",
      "url": "https://skyelight.ai/",
      "pricingUrl": "https://skyelight.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Its code",
        "So it can fix",
        "Reply"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.skyelight/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://skyelight.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.skyelight/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "skyread",
      "name": "Skyread",
      "vendor": "Not verified",
      "category": "Economic data",
      "description": "Licensed, analysis-ready US public data for AI: industries, economy and local markets.",
      "url": "https://skyread.fundas.ai/",
      "pricingUrl": "https://skyread.fundas.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Industries",
        "Economy",
        "Local markets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "economic-modelling",
        "market-investment-research"
      ],
      "sectors": [
        "economics-policy"
      ],
      "bestFor": "Economists and policy analysts.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.fundas/skyread). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://skyread.fundas.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.fundas/skyread",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "slicer-competitor-watch",
      "name": "slicer Competitor Watch",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Read what changed on competitor funnels, with screenshots, ads and emails, and start new runs.",
      "url": "https://slicer.dev/",
      "pricingUrl": "https://slicer.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read what changed on competitor funnels",
        "Screenshots",
        "Ads",
        "Emails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.slicer/competitor-watch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://slicer.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.slicer/competitor-watch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "slickfast",
      "name": "Slickfast",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Charts and dashboards as images for AI agents. No browser, same data same bytes. Local and .",
      "url": "https://slickfast.com/",
      "pricingUrl": "https://slickfast.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Charts and dashboards as images for AI agents",
        "Data analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.slickfast/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://slickfast.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.slickfast/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "slidesweb",
      "name": "SlidesWeb",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Interactive presentations: create decks, add polls, start live sessions and read audience responses.",
      "url": "https://slidesweb.ru/",
      "pricingUrl": "https://slidesweb.ru/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create decks",
        "Add polls",
        "Start live sessions",
        "Read audience responses"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ru.slidesweb/slidesweb). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://slidesweb.ru/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ru.slidesweb/slidesweb",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "slideweave",
      "name": "SlideWeave",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Create, read, update and publish hosted SlideWeave presentations written in SlideLang.",
      "url": "https://slideweave.com/",
      "pricingUrl": "https://slideweave.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, read, update and publish hosted SlideWeave presentations",
        "Design & visuals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.slideweave/slideweave). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://slideweave.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.slideweave/slideweave",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "slipstream",
      "name": "Slipstream",
      "vendor": "Not verified",
      "category": "Hospitality operations",
      "description": "Read-only analytics for short-term rentals: bookings, occupancy, forecasts, reviews, owner payouts.",
      "url": "https://slipstream.rentals/",
      "pricingUrl": "https://slipstream.rentals/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Bookings",
        "Occupancy",
        "Forecasts",
        "Reviews"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "hotel-operations"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Hotel and rental operators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (rentals.slipstream/slipstream). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://slipstream.rentals/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=rentals.slipstream/slipstream",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "smartbear",
      "name": "SmartBear",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J.",
      "url": "https://smartbear.com/",
      "pricingUrl": "https://smartbear.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "MCP server for AI access to SmartBear tools",
        "Including BugSnag",
        "Reflect",
        "Swagger"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.smartbear/smartbear-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://smartbear.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.smartbear/smartbear-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "smarthukuk-legal-research",
      "name": "SmartHukuk Legal Research",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Türkiye hukuku emsal karar araştırması ve public hukuk kaynakları. Salt okunur.",
      "url": "https://smarthukuk.com/",
      "pricingUrl": "https://smarthukuk.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Legal research",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.smarthukuk/legal-research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://smarthukuk.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.smarthukuk/legal-research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "smartling",
      "name": "Smartling",
      "vendor": "Smartling",
      "category": "Localization",
      "description": "Translation management with AI translation and human review workflows.",
      "url": "https://www.smartling.com/",
      "pricingUrl": "https://www.smartling.com/plans",
      "pricingModel": "Usage based",
      "pricingSummary": "Translation starts at $0.0075 a word for machine, $0.06 for AI, $0.12 for AI plus human and $0.20 for human. Platform plan fees were not confirmed.",
      "startingPrice": 0.0075,
      "currency": "USD",
      "billing": "per word",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Translation management",
        "AI translation",
        "Quality review"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services",
        "marketing-advertising",
        "technology-software"
      ],
      "bestFor": "Global marketing and product teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.smartling.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.smartling.com/plans",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "smartpdf",
      "name": "SmartPDF",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "47 PDF and image tools: convert, compress, merge, OCR, edit, redact personal data, sign, watermark.",
      "url": "https://smartpdf.ru/",
      "pricingUrl": "https://smartpdf.ru/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Convert",
        "Compress",
        "Merge",
        "OCR"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ru.smartpdf/smartpdf). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://smartpdf.ru/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ru.smartpdf/smartpdf",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "smartretry-payment-tools",
      "name": "SmartRetry Payment Tools",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "BIN, issuer, MCC and decline code lookups for card payments (Visa, Mastercard, Stripe, Adyen).",
      "url": "https://www.smartretry.com/",
      "pricingUrl": "https://www.smartretry.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "BIN, issuer, MCC and decline code lookups for card payments (Visa",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.smartretry/payment-tools). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.smartretry.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.smartretry/payment-tools",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "smklog",
      "name": "SMKlog",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Live USPS, UPS, FedEx and DHL rates from the US: domestic, Canada, UK, Germany, Australia. No scale.",
      "url": "https://smklog.com/",
      "pricingUrl": "https://smklog.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Domestic",
        "Canada",
        "Germany",
        "Australia"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.smklog/parcel-shipping-rates). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://smklog.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.smklog/parcel-shipping-rates",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "smootify",
      "name": "Smootify",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Build and check Webflow or Astro stores on Shopify with Smootify 2.0: elements, attributes, audits.",
      "url": "https://www.smootify.io/",
      "pricingUrl": "https://www.smootify.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Elements",
        "Attributes",
        "Audits"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.smootify/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.smootify.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.smootify/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sn-data-by-shikshan-nivesh",
      "name": "SN Data by Shikshan Nivesh",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "US company financial statements, insider trades, 13F funds and short interest, each with its filing.",
      "url": "https://shikshannivesh.com/",
      "pricingUrl": "https://shikshannivesh.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US company financial statements",
        "Insider trades",
        "13F funds",
        "Short interest"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.shikshannivesh/sn-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://shikshannivesh.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.shikshannivesh/sn-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "snapvisor",
      "name": "SnapVisor",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Visual regression testing over MCP: upload screenshots, review diffs, approve. No CI needed.",
      "url": "https://snapvisor.io/",
      "pricingUrl": "https://snapvisor.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Upload screenshots",
        "Review diffs",
        "Approve"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.snapvisor/snapvisor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://snapvisor.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.snapvisor/snapvisor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "snippet",
      "name": "Snippet",
      "vendor": "Not verified",
      "category": "Freelance operations",
      "description": "Creator brand deals: price sponsorships, review contracts, draft brand replies you approve.",
      "url": "https://usesnippet.app/",
      "pricingUrl": "https://usesnippet.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Price sponsorships",
        "Review contracts",
        "Draft brand replies you approve"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers running their business.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.usesnippet/snippet). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usesnippet.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.usesnippet/snippet",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "snowflake-cortex",
      "name": "Snowflake Cortex",
      "vendor": "Snowflake",
      "category": "Data & AI platform",
      "description": "AI features and natural-language analytics running on data in Snowflake.",
      "url": "https://www.snowflake.com/en/product/features/cortex/",
      "pricingUrl": "https://www.snowflake.com/en/pricing-options/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Natural-language analytics",
        "Hosted models",
        "Governed data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data",
        "ml-development"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "retail-ecommerce"
      ],
      "bestFor": "Organisations already using Snowflake.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.snowflake.com/en/product/features/cortex/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "snowseo",
      "name": "SnowSEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Track AI visibility, SERP rankings, site audits and Search Console data, and create SEO content.",
      "url": "https://snowseo.com/",
      "pricingUrl": "https://snowseo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track AI visibility",
        "SERP rankings",
        "Site audits",
        "Search Console data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.snowseo/snowseo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://snowseo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.snowseo/snowseo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "snyk",
      "name": "Snyk Code",
      "vendor": "Snyk",
      "category": "Application security",
      "description": "Scan source code for vulnerabilities, explain findings, and suggest fixes inside developer workflows.",
      "url": "https://snyk.io/product/snyk-code/",
      "pricingUrl": "https://snyk.io/plans/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Team starts at US$25/month. Enterprise capabilities use a sales-led credit subscription; advanced Evo capabilities are not included in Free or Team.",
      "startingPrice": 25,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free includes five projects and 100 Snyk Code tests monthly; other Snyk products have separate test limits.",
      "features": [
        "Static code analysis",
        "Vulnerability explanations",
        "AI fix suggestions",
        "Risk prioritization"
      ],
      "integrations": [
        "Jira (Team plan)"
      ],
      "platforms": [
        "Web",
        "CLI",
        "IDE extension"
      ],
      "tasks": [
        "cybersecurity",
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Developers, application security engineers, and engineering managers.",
      "limitations": [
        "A scan does not establish that an application is secure.",
        "Test limits and advanced capabilities differ across products and plans."
      ],
      "dataConsiderations": "Snyk states that the hosting region follows local agreements and may differ from your location; confirm the region and code-handling terms.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://snyk.io/product/snyk-code/",
          "label": "Official Snyk Code capabilities and hosting note",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://snyk.io/plans/",
          "label": "Official plans, limits, and integrations",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Capabilities reflect vendor documentation; suitability is an editorial mapping, not independent performance testing.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "soci",
      "name": "SOCi",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Agentic AI that manages local search, social media, reviews and listings for multi-location brands.",
      "url": "https://www.soci.ai/",
      "pricingUrl": "https://www.soci.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Local search",
        "Review management",
        "Social media",
        "Listings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising",
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the MarTech feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.soci.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://martech.org/the-drivers-of-local-ai-visibility-for-multi-location-brands/",
          "label": "MarTech",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "social-mcp-by-postingcat",
      "name": "Social MCP by PostingCat",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Publish and schedule social posts across your PostingCat accounts from AI agents.",
      "url": "https://postingcat.com/",
      "pricingUrl": "https://postingcat.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish and schedule social posts across your PostingCat accounts from",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.postingcat/social-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://postingcat.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.postingcat/social-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "social-post-flow",
      "name": "Social Post Flow",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish social media posts to Facebook, X, LinkedIn, Instagram, Threads and more.",
      "url": "https://www.socialpostflow.com/",
      "pricingUrl": "https://www.socialpostflow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish social media posts to Facebook, X, LinkedIn",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.socialpostflow/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.socialpostflow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.socialpostflow/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "socialdesk",
      "name": "SocialDesk",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule posts, read analytics and answer comments and DMs on 6 social networks.",
      "url": "https://socialdesk.ai/",
      "pricingUrl": "https://socialdesk.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule posts",
        "Read analytics",
        "Answer comments",
        "DMs on 6 social networks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.socialdesk/socialdesk). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://socialdesk.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.socialdesk/socialdesk",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "socialrobot",
      "name": "SocialRobot",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and analyze posts on 10 social networks from AI assistants. 25 tools, on every plan.",
      "url": "https://socialrobot.io/",
      "pricingUrl": "https://socialrobot.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and analyze posts on 10 social networks from AI assistants",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.socialrobot/socialrobot-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://socialrobot.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.socialrobot/socialrobot-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "socialscrape",
      "name": "socialscrape",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Social media data for agents: profiles, posts, comments, search, ads, transcripts.",
      "url": "https://socialscrape.dev/",
      "pricingUrl": "https://socialscrape.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Profiles",
        "Posts",
        "Comments",
        "Search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.socialscrape/socialscrape). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://socialscrape.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.socialscrape/socialscrape",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "socialshot-ai",
      "name": "SocialShot AI",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "AI product photos for ecommerce: turn product images into studio, lifestyle and on-model photos.",
      "url": "https://socialshot.ai/",
      "pricingUrl": "https://socialshot.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn product images into studio",
        "Lifestyle",
        "On-model photos"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.socialshot/socialshot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://socialshot.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.socialshot/socialshot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sociro",
      "name": "Sociro",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish social media posts to Instagram, Facebook, TikTok, X, LinkedIn and more.",
      "url": "https://sociro.com/",
      "pricingUrl": "https://sociro.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish social media posts to Instagram, Facebook, TikTok",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sociro/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sociro.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sociro/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "solara-ai",
      "name": "Solara AI",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Edit a talking-head recording into a captioned short video, export it, and ask to post it.",
      "url": "https://solaraai.com/",
      "pricingUrl": "https://solaraai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Export it",
        "And ask to post it"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.solaraai/solaraai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://solaraai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.solaraai/solaraai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "solmarrow",
      "name": "SolMarrow",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft, schedule and check social media posts on 19 social networks from your AI agent.",
      "url": "https://solmarrow.com/",
      "pricingUrl": "https://solmarrow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft, schedule and check social media posts on 19 social networks from",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.solmarrow/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://solmarrow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.solmarrow/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sortly",
      "name": "Sortly",
      "vendor": "Sortly",
      "category": "Inventory management",
      "description": "Simple mobile inventory tracking with barcodes and low-stock alerts.",
      "url": "https://www.sortly.com/",
      "pricingUrl": "https://www.sortly.com/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Advanced is $49 and Ultra $149 a month, or $24 and $74 billed yearly. A larger plan is $299, or $149 billed yearly.",
      "startingPrice": 24,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "$0 a month for 100 unique items.",
      "features": [
        "Mobile inventory",
        "Barcode labels",
        "Low-stock alerts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution"
      ],
      "sectors": [
        "wholesale-distribution"
      ],
      "bestFor": "Small storerooms and godowns.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.sortly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.sortly.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "source",
      "name": "Source",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Marketing attribution and analytics for websites connected to Source.",
      "url": "https://www.source.app/",
      "pricingUrl": "https://www.source.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing attribution",
        "Analytics for websites connected to Source"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.source/source). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.source.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.source/source",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sourcefinch",
      "name": "SourceFinch",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Evidence-grade monitoring of public web sources: changes, records and exports.",
      "url": "https://sourcefinch.com/",
      "pricingUrl": "https://sourcefinch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Changes",
        "Records",
        "Exports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sourcefinch/sourcefinch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sourcefinch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sourcefinch/sourcefinch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sourcegeek",
      "name": "SourceGeek",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Recruiting data and workspace: search candidates, companies and jobs, score and shortlist them.",
      "url": "https://www.sourcegeek.com/",
      "pricingUrl": "https://www.sourcegeek.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search candidates",
        "Companies",
        "Jobs",
        "Score"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sourcegeek/sourcegeek). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.sourcegeek.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sourcegeek/sourcegeek",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spacemushroom",
      "name": "Spacemushroom",
      "vendor": "Not verified",
      "category": "Materials science",
      "description": "Read-only sourced engineering materials data: every value with unit, conditions and source.",
      "url": "https://spacemushroom.com/",
      "pricingUrl": "https://spacemushroom.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Every value with unit",
        "Conditions",
        "Source"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "chemistry-materials"
      ],
      "sectors": [
        "chemistry-materials-science"
      ],
      "bestFor": "Materials and chemistry researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.spacemushroom/materials). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spacemushroom.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.spacemushroom/materials",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "spacepost",
      "name": "SpacePost",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Send email and manage domains, contacts and webhooks on SpacePost, the Resend-compatible email API.",
      "url": "https://spacepost.dev/",
      "pricingUrl": "https://spacepost.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send email",
        "Manage domains",
        "Contacts",
        "Webhooks on SpacePost"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.spacepost/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spacepost.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.spacepost/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spaces-by-peakflo",
      "name": "Spaces by Peakflo",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Hand off repetitive finance and ops work to cloud agents or people.",
      "url": "https://spaces.peakflo.ai/",
      "pricingUrl": "https://spaces.peakflo.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hand off repetitive finance",
        "Ops work to cloud agents or people"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "automate-workflows"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.peakflo/spaces). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spaces.peakflo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.peakflo/spaces",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sparkletree",
      "name": "SparkleTree",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Build your brand and web presence, and run SparkleTree campaigns online and on screens, from AI.",
      "url": "https://sparkletree.io/",
      "pricingUrl": "https://sparkletree.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build your brand",
        "Web presence",
        "And run SparkleTree campaigns online",
        "On screens"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.sparkletree/sparkletree). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sparkletree.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.sparkletree/sparkletree",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "speaktoyourdatabase-for-odoo",
      "name": "SpeakToYourDatabase for Odoo",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Odoo MCP connector for ChatGPT and Claude: ask sales, invoices and stock in plain words. Read-only.",
      "url": "https://speaktoyourdatabase.com/",
      "pricingUrl": "https://speaktoyourdatabase.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ask sales",
        "Invoices",
        "Stock in plain words"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.speaktoyourdatabase/odoo-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://speaktoyourdatabase.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.speaktoyourdatabase/odoo-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "specstream",
      "name": "SpecStream",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "The live web data engine for teams and agents: Search API, Extract API and Deep Search.",
      "url": "https://specstream.ai/",
      "pricingUrl": "https://specstream.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search API",
        "Extract API",
        "Deep Search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.specstream/specstream). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://specstream.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.specstream/specstream",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spellbook",
      "name": "Spellbook",
      "vendor": "Spellbook",
      "category": "Contract drafting",
      "description": "AI contract drafting and review inside Microsoft Word.",
      "url": "https://spellbook.com/",
      "pricingUrl": "https://spellbook.com/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Word add-in",
        "Clause suggestions",
        "Risk review"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Transactional lawyers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://spellbook.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://spellbook.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "spellwarden",
      "name": "Spellwarden",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Spellwarden scans the skills and MCP servers your agents load and reports findings.",
      "url": "https://spellwarden.ai/",
      "pricingUrl": "https://spellwarden.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Spellwarden scans the skills",
        "MCP servers your agents load",
        "Reports findings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.spellwarden/spellwarden). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spellwarden.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.spellwarden/spellwarden",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spillmark",
      "name": "Spillmark",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Read-only Amazon profit, fee, ACoS, and geo-holdout MCP tools for Claude, ChatGPT, and agents.",
      "url": "https://spillmark.com/",
      "pricingUrl": "https://spillmark.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read-only Amazon profit",
        "Fee",
        "ACoS",
        "And geo-holdout MCP tools for Claude"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "finance-accounting"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.spillmark/spillmark). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spillmark.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.spillmark/spillmark",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "splitscanner",
      "name": "SplitScanner",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Reverse stock split calendar, history and source filings. Requires SplitScanner or Signal8 Pro.",
      "url": "https://splitscanner.com/",
      "pricingUrl": "https://splitscanner.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reverse stock split calendar",
        "History",
        "Source filings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.splitscanner/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://splitscanner.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.splitscanner/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spoke",
      "name": "Spoke (formerly Circuit)",
      "vendor": "Spoke",
      "category": "Delivery management",
      "description": "Route planning, dispatch and live tracking for couriers and delivery drivers.",
      "url": "https://spoke.com/",
      "pricingUrl": "https://spoke.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Multi-stop routes",
        "Proof of delivery",
        "Team dispatch"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "delivery-management"
      ],
      "sectors": [
        "wholesale-distribution",
        "transport-logistics"
      ],
      "bestFor": "Owner-drivers and small fleets.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://spoke.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "spot",
      "name": "Spot",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Run events by text: create events, sell tickets, approve guests, invite people, find events.",
      "url": "https://www.spot.inc/",
      "pricingUrl": "https://www.spot.inc/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create events",
        "Sell tickets",
        "Approve guests",
        "Invite people"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (inc.spot/spot). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.spot.inc/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=inc.spot/spot",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spotpeaks",
      "name": "SpotPeaks",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Dropshipping product research: products priced with US ad costs, their ads and who sells them.",
      "url": "https://spotpeaks.com/",
      "pricingUrl": "https://spotpeaks.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Products priced with US ad costs",
        "Their ads",
        "Who sells them"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "market-investment-research"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.spotpeaks/spotpeaks). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spotpeaks.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.spotpeaks/spotpeaks",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spreadcast",
      "name": "Spreadcast",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Create branded social media posts and carousels, then schedule and publish them from AI chat.",
      "url": "https://spreadcast.app/",
      "pricingUrl": "https://spreadcast.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create branded social media posts",
        "Carousels",
        "Then schedule",
        "Publish them from AI chat"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.spreadcast/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spreadcast.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.spreadcast/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "springroll",
      "name": "SpringRoll",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy apps built with Claude Code or Codex, get releases approved, share them in an App Portal.",
      "url": "https://springroll.dev/",
      "pricingUrl": "https://springroll.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy apps built with Claude Code or Codex",
        "Get releases approved",
        "Share them in an App Portal"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.springroll/springroll). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://springroll.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.springroll/springroll",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spytay",
      "name": "Spytay",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read your Spytay reports: how often ChatGPT, Gemini, Claude and Grok name your brand. Read-only.",
      "url": "https://spytay.com/",
      "pricingUrl": "https://spytay.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "How often ChatGPT",
        "Gemini",
        "Claude",
        "Grok name your brand"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.spytay/spytay). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spytay.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.spytay/spytay",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "spywinads",
      "name": "SpyWinAds",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Facebook video ad intel: a video ad's real age and every store running the same video.",
      "url": "https://spywinads.com/",
      "pricingUrl": "https://spywinads.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "A video ad's real age",
        "Every store running the same video"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.spywinads/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://spywinads.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.spywinads/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sqlai-ai",
      "name": "SQLAI.ai",
      "vendor": "SQLAI.ai",
      "category": "Text to SQL",
      "description": "AI assistant that generates, explains and optimises SQL.",
      "url": "https://www.sqlai.ai/",
      "pricingUrl": "https://app.sqlai.ai/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Starter is $6, Pro $12 and Max $32 a month.",
      "startingPrice": 6,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. 7-day free trial for eligible customers.",
      "features": [
        "Query generation",
        "Query optimisation",
        "Explanation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql",
        "database-tuning"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers checking query alternatives.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.sqlai.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://app.sqlai.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "square-for-restaurants",
      "name": "Square for Restaurants",
      "vendor": "Block",
      "category": "Restaurant platform",
      "description": "Point of sale, ordering and reporting for restaurants and cafes.",
      "url": "https://squareup.com/us/en/point-of-sale/restaurants",
      "pricingUrl": "https://squareup.com/us/en/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Point of sale",
        "Kitchen display",
        "Reporting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Small restaurants and cafes.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://squareup.com/us/en/point-of-sale/restaurants",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "squarepact",
      "name": "SquarePact",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Search, quote and link U.S. federal procurement regulations from official sources.",
      "url": "https://squarepact.com/",
      "pricingUrl": "https://squarepact.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search, quote and link U.S",
        "Legal research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research",
        "regulatory-affairs"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.squarepact/federal-procurement-regulations). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://squarepact.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.squarepact/federal-procurement-regulations",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "stackurity",
      "name": "Stackurity",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Installed software, vulnerabilities and end-of-life components across your servers, apps and repos.",
      "url": "https://stackurity.ai/",
      "pricingUrl": "https://stackurity.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Installed software",
        "Vulnerabilities",
        "End-of-life components across your servers",
        "Apps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.stackurity/stackurity). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://stackurity.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.stackurity/stackurity",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "stan",
      "name": "Stan",
      "vendor": "Stan Development Team",
      "category": "Bayesian modelling",
      "description": "Open-source platform for Bayesian statistical modelling and inference.",
      "url": "https://mc-stan.org/",
      "pricingUrl": "https://mc-stan.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Probabilistic programming",
        "Hamiltonian Monte Carlo",
        "R and Python interfaces"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling"
      ],
      "sectors": [
        "mathematics-statistics",
        "universities-academic-research",
        "economics-policy"
      ],
      "bestFor": "Statisticians building Bayesian models.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://mc-stan.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "stata",
      "name": "Stata",
      "vendor": "StataCorp",
      "category": "Statistical software",
      "description": "Statistical package widely used in economics, epidemiology and social science.",
      "url": "https://www.stata.com/",
      "pricingUrl": "https://www.stata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Econometrics",
        "Panel data",
        "Reproducible do-files"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "statistics-modelling",
        "economic-modelling"
      ],
      "sectors": [
        "economics-policy",
        "public-health-epidemiology",
        "social-sciences-humanities"
      ],
      "bestFor": "Economists and epidemiologists.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.stata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "statejar-memory",
      "name": "StateJar memory",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Verifiable memory for AI assistants: typed facts, content-addressed versions and an audit trail.",
      "url": "https://statejar.com/",
      "pricingUrl": "https://statejar.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Typed facts",
        "Content-addressed versions",
        "An audit trail"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.statejar/memory). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://statejar.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.statejar/memory",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "statelode",
      "name": "StateLode",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Shared task layer for AI coding agents. One MCP surface: task_search, task_get, task_mutate.",
      "url": "https://statelode.dev/",
      "pricingUrl": "https://statelode.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code",
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.statelode/statelode). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://statelode.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.statelode/statelode",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sternly",
      "name": "Sternly",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Checks finished AI work after it is done: figures, citations and quotations, with a signed record.",
      "url": "https://sternly.ai/",
      "pricingUrl": "https://sternly.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Figures",
        "Citations",
        "Quotations",
        "A signed record"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.sternly/verify). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sternly.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.sternly/verify",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "stimulsoft",
      "name": "Stimulsoft",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Create, edit and export Stimulsoft reports and dashboards, save them to the Stimulsoft cloud.",
      "url": "https://www.stimulsoft.io/",
      "pricingUrl": "https://www.stimulsoft.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, edit and export Stimulsoft reports and dashboards, save them to",
        "Data analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.stimulsoft/reports). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.stimulsoft.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.stimulsoft/reports",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "stocklens",
      "name": "StockLens",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Scores for the largest companies in each market with no account. Sign in for analysis and screening.",
      "url": "https://stocklens.com/",
      "pricingUrl": "https://stocklens.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.stocklens/stocklens). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://stocklens.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.stocklens/stocklens",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "stockmap",
      "name": "StockMap",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "US stock research: a model's nightly 14-day read on each stock, its reasons, and its graded record.",
      "url": "https://stockmap.io/",
      "pricingUrl": "https://stockmap.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "A model's nightly 14-day read on each stock",
        "Its reasons",
        "And its graded record"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.stockmap/stockmap). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://stockmap.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.stockmap/stockmap",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "stockmarket-loans",
      "name": "Stockmarket Loans",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Published US broker margin rates by tier, ranked at any balance, with borrowing-cost math.",
      "url": "https://stockmarket.loans/",
      "pricingUrl": "https://stockmarket.loans/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Published US broker margin rates by tier",
        "Ranked at any balance",
        "Borrowing-cost math"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (loans.stockmarket/stockmarket-loans). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://stockmarket.loans/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=loans.stockmarket/stockmarket-loans",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "stockrow",
      "name": "stockrow",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Financial statements, metrics, screens and insider trades for US-listed companies.",
      "url": "https://stockrow.com/",
      "pricingUrl": "https://stockrow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Financial statements",
        "Metrics",
        "Screens",
        "Insider trades for US-listed companies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.stockrow/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://stockrow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.stockrow/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "storefinch",
      "name": "Storefinch",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Search 14.9M US businesses and export leads to CSV.",
      "url": "https://storefinch.com/",
      "pricingUrl": "https://storefinch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 14.9M US businesses",
        "Export leads to CSV"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.storefinch/storefinch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://storefinch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.storefinch/storefinch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "storerocket-store-locator",
      "name": "StoreRocket Store Locator",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Set up your store locator from AI: add stores, get the install code, see what visitors search for.",
      "url": "https://storerocket.io/",
      "pricingUrl": "https://storerocket.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Add stores",
        "Get the install code",
        "See what visitors search for"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.storerocket/storerocket). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://storerocket.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.storerocket/storerocket",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "storiesfly",
      "name": "StoriesFly",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Live public Instagram and TikTok data for AI assistants: profiles, posts, stories, followers.",
      "url": "https://storiesfly.com/",
      "pricingUrl": "https://storiesfly.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Profiles",
        "Posts",
        "Stories",
        "Followers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.storiesfly/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://storiesfly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.storiesfly/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "storika",
      "name": "Storika",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Run creator marketing from your AI assistant: find creators, send outreach, track posts.",
      "url": "https://www.storika.ai/",
      "pricingUrl": "https://www.storika.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find creators",
        "Send outreach",
        "Track posts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.storika/storika). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.storika.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.storika/storika",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "storycapture",
      "name": "StoryCapture",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Write, rehearse, record and publish website demo videos, from the desktop app or the cloud.",
      "url": "https://storycaptures.com/",
      "pricingUrl": "https://storycaptures.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write, rehearse, record and publish website demo videos, from",
        "Video & audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.storycaptures/storycapture). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://storycaptures.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.storycaptures/storycapture",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "stravito",
      "name": "Stravito",
      "vendor": "Stravito",
      "category": "Consumer insights",
      "description": "AI knowledge platform for storing and searching market research.",
      "url": "https://www.stravito.com/",
      "pricingUrl": "https://www.stravito.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Insights repository",
        "AI search",
        "Report summaries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "find-team-knowledge"
      ],
      "sectors": [
        "fmcg-consumer-goods"
      ],
      "bestFor": "Global consumer insights teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.stravito.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "streamclipping-ai",
      "name": "StreamClipping AI",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Clip Twitch, YouTube and Kick VODs, rank moments by viral score and schedule posts.",
      "url": "https://streamclipping.ai/",
      "pricingUrl": "https://streamclipping.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Clip Twitch",
        "YouTube",
        "Kick VODs",
        "Rank moments by viral score"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.streamclipping/streamclipping). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://streamclipping.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.streamclipping/streamclipping",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "strg-com",
      "name": "STRG.com",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "An MCP server for the STRG.com s3-compatible object storage network for all management operations.",
      "url": "https://strg.com/",
      "pricingUrl": "https://strg.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.strg.mcp/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://strg.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.strg.mcp/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "string-web-access",
      "name": "String Web Access",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Search the web, fetch any URL and map a site as clean, LLM-ready Markdown.",
      "url": "https://usestring.ai/",
      "pricingUrl": "https://usestring.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search the web",
        "Fetch any URL",
        "Map a site as clean",
        "LLM-ready Markdown"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.usestring/web-access). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usestring.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.usestring/web-access",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "strivie-tms",
      "name": "Strivie TMS",
      "vendor": "Not verified",
      "category": "Logistics & shipping",
      "description": "Strivie TMS for trucking carriers: loads, billing, payroll, safety and fleet. Changes need approval.",
      "url": "https://strivie.io/",
      "pricingUrl": "https://strivie.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Loads",
        "Billing",
        "Payroll",
        "Safety"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "plan-supply-chain"
      ],
      "sectors": [
        "transport-logistics"
      ],
      "bestFor": "Logistics and shipping teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.strivie/tms). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://strivie.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.strivie/tms",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "stunt-double",
      "name": "Stunt Double",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy AI user personas to validate user journeys at scale. Find UX friction before real users do.",
      "url": "https://www.stuntdouble.io/",
      "pricingUrl": "https://www.stuntdouble.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.stuntdouble/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.stuntdouble.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.stuntdouble/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "style3d",
      "name": "Style3D",
      "vendor": "Style3D",
      "category": "Fashion design",
      "description": "3D fashion design and simulation with AI features.",
      "url": "https://www.style3d.com/",
      "pricingUrl": "https://www.style3d.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "3D garment design",
        "AI generation",
        "Digital fabrics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design"
      ],
      "sectors": [
        "fashion-apparel-design"
      ],
      "bestFor": "Fashion studios and manufacturers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.style3d.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "suanlinfang-ai-capabilities",
      "name": "SuanLinFang AI Capabilities",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Speech-to-text, text-to-speech, OCR and typed decision-making APIs from suanlinfang.cn.",
      "url": "https://suanlinfang.cn/",
      "pricingUrl": "https://suanlinfang.cn/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Speech-to-text, text-to-speech, OCR and typed decision-making APIs from",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cn.suanlinfang/stt-tts-ocr-decision). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://suanlinfang.cn/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cn.suanlinfang/stt-tts-ocr-decision",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "submitator",
      "name": "Submitator",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Launch your clients' products on up to 100 directories each from Claude, ChatGPT, Cursor or VS Code.",
      "url": "https://submitator.com/",
      "pricingUrl": "https://submitator.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "ChatGPT",
        "Cursor or VS Code"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.submitator/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://submitator.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.submitator/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "substack",
      "name": "Substack",
      "vendor": "Substack",
      "category": "Newsletters",
      "description": "Publishing platform for paid newsletters, podcasts and communities.",
      "url": "https://substack.com/",
      "pricingUrl": "https://substack.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Paid subscriptions",
        "Podcasts",
        "Discovery network"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy",
        "media-publishing"
      ],
      "bestFor": "Writers building paid audiences.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://substack.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "substrate",
      "name": "Substrate",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared memory MCP server for Claude Code, Codex, Gemini CLI and Cursor. Cited, editable.",
      "url": "https://trysubstrate.co/",
      "pricingUrl": "https://trysubstrate.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Shared memory MCP server for Claude Code",
        "Codex",
        "Gemini CLI",
        "Cursor"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.trysubstrate/memory). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trysubstrate.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.trysubstrate/memory",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "subtly",
      "name": "Subtly",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcribe audio and video, and translate subtitles into 50+ languages.",
      "url": "https://subtly.app/",
      "pricingUrl": "https://subtly.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcribe audio",
        "Video",
        "And translate subtitles into 50+ languages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "translate-localize"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.subtly/subtly). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://subtly.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.subtly/subtly",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sudomock",
      "name": "SudoMock",
      "vendor": "Not verified",
      "category": "Product imagery",
      "description": "Turn product photos or PSDs into photorealistic mockups: place artwork, edit text, fix tile seams.",
      "url": "https://sudomock.com/",
      "pricingUrl": "https://sudomock.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Place artwork",
        "Edit text",
        "Fix tile seams"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Sellers producing product images.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sudomock/mockups). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sudomock.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sudomock/mockups",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sugra",
      "name": "Sugra",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Connect AI agents to primary sources - markets, macro, news, earth, network, entities and research.",
      "url": "https://sugra.ai/",
      "pricingUrl": "https://sugra.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect AI agents to primary sources - markets",
        "Macro",
        "News",
        "Earth"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.sugra/api-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sugra.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.sugra/api-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "sugusite",
      "name": "Sugusite",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Publish websites from AI: create sites, upload HTML/images, access control, custom domains.",
      "url": "https://sugusite.com/",
      "pricingUrl": "https://sugusite.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create sites",
        "Upload HTML/images",
        "Access control",
        "Custom domains"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sugusite/sugusite). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sugusite.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sugusite/sugusite",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "suki",
      "name": "Suki",
      "vendor": "Suki",
      "category": "Clinical documentation",
      "description": "Voice-enabled AI assistant for clinical notes, coding and dictation.",
      "url": "https://www.suki.ai/",
      "pricingUrl": "https://www.suki.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ambient notes",
        "Dictation",
        "Coding suggestions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-documentation"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Clinicians who want voice-first documentation.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.suki.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "sum-video",
      "name": "sum.video",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Summarize YouTube videos, playlists and channels, ask about a video, and get key moments.",
      "url": "https://sum.video/",
      "pricingUrl": "https://sum.video/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Summarize YouTube videos",
        "Playlists",
        "Channels",
        "Ask about a video"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (video.sum/youtube-summarizer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sum.video/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=video.sum/youtube-summarizer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "summitscribe",
      "name": "SummitScribe",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Read your SummitScribe meeting notes, transcripts and action items. Read-only.",
      "url": "https://summitscribe.app/",
      "pricingUrl": "https://summitscribe.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your SummitScribe meeting notes",
        "Transcripts",
        "Action items"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.summitscribe/summitscribe). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://summitscribe.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.summitscribe/summitscribe",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "sunlicense",
      "name": "SunLicense",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Manage software license keys: issue, suspend and revoke licenses, machines, see customers.",
      "url": "https://sunlicense.com/",
      "pricingUrl": "https://sunlicense.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Issue",
        "Suspend",
        "Revoke licenses",
        "Machines"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.sunlicense/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sunlicense.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.sunlicense/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "suno",
      "name": "Suno",
      "vendor": "Suno",
      "category": "Music generation",
      "description": "Generates songs with vocals from text prompts.",
      "url": "https://suno.com/",
      "pricingUrl": "https://suno.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $8 and Premier $24 a month with yearly billing. Taxes are extra.",
      "startingPrice": 8,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "$0 a month with access to free models.",
      "features": [
        "Song generation",
        "Lyrics",
        "Stems"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "arts-culture-entertainment",
        "media-publishing"
      ],
      "bestFor": "Creators producing music drafts.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://suno.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://suno.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "supabase",
      "name": "Supabase",
      "vendor": "Supabase",
      "category": "Managed database",
      "description": "Open-source Postgres platform with authentication, instant APIs and vector embeddings.",
      "url": "https://supabase.com/",
      "pricingUrl": "https://supabase.com/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Managed Postgres",
        "Instant APIs",
        "Vector embeddings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-administration",
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers starting a new application.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://supabase.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "superbooks",
      "name": "SuperBooks",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Financial OS for small businesses: transactions, invoices, customers, time tracking and reports.",
      "url": "https://superbooks.io/",
      "pricingUrl": "https://superbooks.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transactions",
        "Invoices",
        "Customers",
        "Time tracking"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.superbooks/superbooks). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://superbooks.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.superbooks/superbooks",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "supplemental-pl",
      "name": "supplemental.pl",
      "vendor": "Not verified",
      "category": "Regulatory intelligence",
      "description": "EU/PL food law for supplement firms: health claims, novel food, GIS, C.L.A.I.M.S. Not legal advice.",
      "url": "https://supplemental.pl/",
      "pricingUrl": "https://supplemental.pl/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Health claims",
        "Novel food",
        "GIS",
        "C.L.A.I.M.S"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs"
      ],
      "sectors": [
        "food-beverage-production"
      ],
      "bestFor": "Regulatory and policy teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pl.supplemental/foodlaw). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://supplemental.pl/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pl.supplemental/foodlaw",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "suprsend",
      "name": "SuprSend",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Hosted SuprSend MCP server: users, lists, workflows, templates, and notification data.",
      "url": "https://www.suprsend.com/",
      "pricingUrl": "https://www.suprsend.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Users",
        "Lists",
        "Workflows",
        "Templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.suprsend/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.suprsend.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.suprsend/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "surfer",
      "name": "Surfer",
      "vendor": "Surfer",
      "category": "SEO content",
      "description": "Content optimisation and AI writing tool for search visibility.",
      "url": "https://surfer.ai/",
      "pricingUrl": "https://surfer.ai/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Discovery is $49, Standard $99, Pro $182 and Peace of Mind $299 a month, billed yearly. AI Search Analytics is $82.",
      "startingPrice": 49,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Content editor",
        "Keyword research",
        "AI visibility"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Content marketers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://surfer.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://surfer.ai/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "surveysai",
      "name": "SurveysAI",
      "vendor": "Not verified",
      "category": "Surveys & research",
      "description": "Create real Google Forms from plain-text survey questions, in your own Google account.",
      "url": "https://for-google-forms.surveysai.com/",
      "pricingUrl": "https://for-google-forms.surveysai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Surveys & research",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers running surveys and interviews.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.surveysai/for-google-forms). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://for-google-forms.surveysai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.surveysai/for-google-forms",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "svgproof",
      "name": "SVGProof",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn a logo into a clean, print-ready SVG: from a web address, an upload or the upload card.",
      "url": "https://svgproof.com/",
      "pricingUrl": "https://svgproof.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "From a web address",
        "An upload or the upload card"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.svgproof/svgproof). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://svgproof.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.svgproof/svgproof",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "swipekit",
      "name": "Swipekit",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Connect Swipekit to Claude to save ads and organize your creative research.",
      "url": "https://swipekit.app/",
      "pricingUrl": "https://swipekit.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect Swipekit to Claude to save ads",
        "Organize your creative research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.swipekit/ads). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://swipekit.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.swipekit/ads",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "syncbooster",
      "name": "SyncBooster",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish posts to Facebook, Instagram, LinkedIn, Google Business, X, YouTube and TikTok.",
      "url": "https://syncbooster.pl/",
      "pricingUrl": "https://syncbooster.pl/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish posts to Facebook, Instagram, LinkedIn, Google",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (pl.syncbooster/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://syncbooster.pl/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=pl.syncbooster/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "syncydo",
      "name": "Syncydo",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Read-only view of all your calendars (Google, Outlook, Zoho, iCloud): agenda and time.",
      "url": "https://syncydo.com/",
      "pricingUrl": "https://syncydo.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Agenda",
        "Time"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.syncydo/calendar). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://syncydo.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.syncydo/calendar",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "synthesia",
      "name": "Synthesia",
      "vendor": "Synthesia",
      "category": "Business video",
      "description": "Creates avatar-led business videos from scripts, documents, and prompts, with translation, dubbing, and training-focused workflows.",
      "url": "https://www.synthesia.io/",
      "pricingUrl": "https://www.synthesia.io/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Starter is $14/month billed $168 yearly, or $19 monthly after a first-month promotion. Pro and Enterprise expand capacity.",
      "startingPrice": 14,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Basic provides a limited credit allowance and watermarked videos shared through a link.",
      "features": [
        "AI presenter avatars",
        "Script-to-video",
        "Video translation",
        "Dubbing",
        "Screen recording"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "create-video-audio",
        "lesson-planning"
      ],
      "bestFor": "Learning, HR, and operations teams creating onboarding and procedure videos.",
      "limitations": [
        "Downloads and watermark removal require paid access.",
        "Video generation and avatar choices depend on plan allowances."
      ],
      "verificationNotes": "Product and pricing pages opened. Annual standard price used, excluding temporary promotions.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.synthesia.io/",
          "label": "Synthesia official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.synthesia.io/pricing",
          "label": "Synthesia official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "tableau",
      "name": "Tableau",
      "vendor": "Salesforce",
      "category": "Business intelligence",
      "description": "Visual analytics with AI-assisted insights and natural-language questions.",
      "url": "https://www.tableau.com/",
      "pricingUrl": "https://www.tableau.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Dashboards",
        "Natural-language analytics",
        "Data preparation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts building shared dashboards.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.tableau.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tabruns-dental",
      "name": "Tabruns Dental",
      "vendor": "Not verified",
      "category": "Insurance",
      "description": "Dental insurance estimates in dollars: what a PPO plan pays and what the patient owes.",
      "url": "https://tabruns.com/",
      "pricingUrl": "https://tabruns.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "What a PPO plan pays",
        "What the patient owes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial"
      ],
      "sectors": [
        "healthcare-social-care"
      ],
      "bestFor": "Insurance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tabruns/tabruns). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tabruns.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tabruns/tabruns",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "takocode",
      "name": "TakoCode",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Build, preview, publish and host full-stack web apps with TakoCode's coding agent; domains included.",
      "url": "https://takocode.com/",
      "pricingUrl": "https://takocode.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, preview, publish and host full-stack web apps with TakoCode's",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.takocode/takocode). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://takocode.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.takocode/takocode",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "talaria",
      "name": "Talaria",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Errors, traces, replays and logs from Talaria for coding agents.",
      "url": "https://www.newtalaria.com/",
      "pricingUrl": "https://www.newtalaria.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Errors, traces, replays and logs from Talaria for coding agents",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.newtalaria/talaria). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.newtalaria.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.newtalaria/talaria",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tally-by-backspin-labs",
      "name": "Tally by Backspin Labs",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Ask about a Lightspeed Retail (R-Series) shop's sales, stock, customers, and work orders.",
      "url": "https://tally.backspinlabs.com/",
      "pricingUrl": "https://tally.backspinlabs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Stock",
        "Customers",
        "And work orders"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.backspinlabs/tally). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tally.backspinlabs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.backspinlabs/tally",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tallyprime",
      "name": "TallyPrime",
      "vendor": "Tally Solutions",
      "category": "Trade accounting",
      "description": "Business management software for accounting, inventory, GST invoicing and godown stock.",
      "url": "https://tallysolutions.com/tally-prime/",
      "pricingUrl": "https://tallysolutions.com/tally-prime/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounting and GST",
        "Multi-godown inventory",
        "Invoicing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution"
      ],
      "bestFor": "Traders and distributors in India.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://tallysolutions.com/tally-prime/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tamingdns",
      "name": "TamingDNS",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Check SPF, DKIM, DMARC, MX, MTA-STS, TLS-RPT, BIMI, DANE and DNSSEC, and analyse email headers.",
      "url": "https://tamingdns.com/",
      "pricingUrl": "https://tamingdns.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check SPF",
        "DKIM",
        "DMARC",
        "MTA-STS"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tamingdns/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tamingdns.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tamingdns/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tamrank",
      "name": "TamRank",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "WordPress SEO for your AI assistant: change plans, approval in chat, rollback. Needs TamRank PRO.",
      "url": "https://tamrank.com/",
      "pricingUrl": "https://tamrank.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Change plans",
        "Approval in chat",
        "Rollback"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tamrank/tamrank). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tamrank.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tamrank/tamrank",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tamtam",
      "name": "Tamtam",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find B2B leads from buying signals, get verified contacts, and research accounts before a call.",
      "url": "https://www.tamtam.ai/",
      "pricingUrl": "https://www.tamtam.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find B2B leads from buying signals",
        "Get verified contacts",
        "And research accounts before a call"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.tamtam/tamtam). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.tamtam.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.tamtam/tamtam",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "taokeh",
      "name": "Taokeh",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Malaysian SME accounting, e-Invoice and payroll for your AI. 77 tools; writes are approved drafts.",
      "url": "https://taokeh.my/",
      "pricingUrl": "https://taokeh.my/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Malaysian SME accounting",
        "E-Invoice",
        "Payroll for your AI"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (my.taokeh/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://taokeh.my/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=my.taokeh/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tapinall",
      "name": "tapinall",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Real keyword volumes, reviews, creators and local leads in ChatGPT or Claude. No subscription.",
      "url": "https://tapinall.com/",
      "pricingUrl": "https://tapinall.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real keyword volumes",
        "Reviews",
        "Creators",
        "Local leads in ChatGPT or Claude"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tapinall/tapinall). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tapinall.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tapinall/tapinall",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "taranis",
      "name": "Taranis",
      "vendor": "Taranis",
      "category": "Precision agriculture",
      "description": "Leaf-level aerial imagery and AI for crop scouting and agronomy.",
      "url": "https://www.taranis.com/",
      "pricingUrl": "https://www.taranis.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Aerial scouting",
        "Pest detection",
        "Agronomy reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "precision-agriculture"
      ],
      "sectors": [
        "agriculture-forestry"
      ],
      "bestFor": "Agronomists and ag retailers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.taranis.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tarifftrust",
      "name": "TariffTrust",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "US import duties and fees for an HTS code, an origin and a value, each with its source.",
      "url": "https://tarifftrust.com/",
      "pricingUrl": "https://tarifftrust.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US import duties",
        "Fees for an HTS code",
        "An origin",
        "A value"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "tax-audit"
      ],
      "sectors": [
        "wholesale-distribution"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tarifftrust/tarifftrust). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tarifftrust.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tarifftrust/tarifftrust",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "tarve-uk-sponsorship-jobs",
      "name": "Tarve UK Sponsorship Jobs",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "UK sponsor licence checks, Skilled Worker going rates by SOC code and live visa-sponsored jobs.",
      "url": "https://tarve.co.uk/",
      "pricingUrl": "https://tarve.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "UK sponsor licence checks",
        "Skilled Worker going rates by SOC code",
        "Live visa-sponsored jobs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.tarve/sponsorship-jobs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tarve.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.tarve/sponsorship-jobs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "taseli",
      "name": "Taseli",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "AI campaigner for Google, Meta and TikTok ads, with memory, a plan and owner-approved changes.",
      "url": "https://taseli.co.il/",
      "pricingUrl": "https://taseli.co.il/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI campaigner for Google",
        "Meta",
        "TikTok ads",
        "Memory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (il.co.taseli/taseli). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://taseli.co.il/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=il.co.taseli/taseli",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "taskavel",
      "name": "Taskavel",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Headless task management for bots, apps and AI agents. Remote MCP server, OAuth or access token.",
      "url": "https://taskavel.com/",
      "pricingUrl": "https://taskavel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Headless task management for bots",
        "Apps",
        "AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.taskavel/taskavel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://taskavel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.taskavel/taskavel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "taskhold",
      "name": "Taskhold",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Shared task list for Claude Code, Cursor and Codex: live progress per step, questions you answer.",
      "url": "https://taskhold.com/",
      "pricingUrl": "https://taskhold.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live progress per step",
        "Questions you answer"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.taskhold/taskhold). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://taskhold.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.taskhold/taskhold",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tastewise",
      "name": "Tastewise",
      "vendor": "Tastewise",
      "category": "Food trends",
      "description": "AI food and beverage intelligence from consumer and menu data.",
      "url": "https://tastewise.io/",
      "pricingUrl": "https://tastewise.io/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Consumer trend data",
        "Menu insights",
        "Concept testing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations",
        "market-investment-research"
      ],
      "sectors": [
        "restaurants-food-service",
        "food-beverage-production"
      ],
      "bestFor": "Menu developers and food brands.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://tastewise.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://tastewise.io/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tatnet",
      "name": "TatNet",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy websites; manage apps, persistent app volumes, VMs, S3, NAT gateways and load balancers.",
      "url": "https://tatnet.cloud/",
      "pricingUrl": "https://tatnet.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy websites",
        "Manage apps",
        "Persistent app volumes",
        "VMs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.tatnet/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tatnet.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.tatnet/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "tauric",
      "name": "Tauric",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Market data, filings, fundamentals, macro, news and research runs for AI assistants.",
      "url": "https://tauric.ai/",
      "pricingUrl": "https://tauric.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market data",
        "Filings",
        "Fundamentals",
        "Macro"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.tauric/tauric). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tauric.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.tauric/tauric",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "taxlocus",
      "name": "taxlocus",
      "vendor": "Not verified",
      "category": "Tax & accounting",
      "description": "US sales tax for AI agents: rates, economic nexus, taxability, filing. Citation-backed.",
      "url": "https://taxlocus.com/",
      "pricingUrl": "https://taxlocus.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Rates",
        "Economic nexus",
        "Taxability",
        "Filing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Tax and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.taxlocus/taxlocus). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://taxlocus.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.taxlocus/taxlocus",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "tblflow",
      "name": "TblFlow",
      "vendor": "Not verified",
      "category": "SQL & databases",
      "description": "Lisez et modifiez vos bases TblFlow (PostgreSQL), recherchez vos documents, lancez vos agents.",
      "url": "https://tblflow.com/",
      "pricingUrl": "https://tblflow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Lisez et modifiez vos bases TblFlow (PostgreSQL)",
        "Recherchez vos documents",
        "Lancez vos agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts working with databases.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tblflow/tblflow). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tblflow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tblflow/tblflow",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "teachable",
      "name": "Teachable",
      "vendor": "Teachable",
      "category": "Online courses",
      "description": "Build and sell online courses and coaching with AI curriculum support.",
      "url": "https://www.teachable.com/",
      "pricingUrl": "https://www.teachable.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Plans are $39, $89 and $189 a month billed monthly. Starter is $29 billed annually.",
      "startingPrice": 39,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. 7-day free trial.",
      "features": [
        "Course builder",
        "Payments",
        "AI curriculum"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "freelance-creator-economy",
        "education-learning"
      ],
      "bestFor": "Independent course creators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.teachable.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.teachable.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "teamwork-com",
      "name": "Teamwork.com",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "The Teamwork.com official MCP server helps teams efficiently manage client projects with AI.",
      "url": "https://www.teamwork.com/",
      "pricingUrl": "https://www.teamwork.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Project & work management",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.teamwork/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.teamwork.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.teamwork/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tearoff",
      "name": "Tearoff",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "A subscriber's read-only view of hail, open roofs, and who is pulling re-roof permits.",
      "url": "https://tearoffdata.com/",
      "pricingUrl": "https://tearoffdata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "A subscriber's read-only view of hail",
        "Open roofs",
        "And who is pulling re-roof permits"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tearoffdata/tearoff). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tearoffdata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tearoffdata/tearoff",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "telemoon",
      "name": "Telemoon",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Telegram channel statistics: subscribers, views, growth, mentions, ads, similar channels, trends.",
      "url": "https://telemoon.app/",
      "pricingUrl": "https://telemoon.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Subscribers",
        "Views",
        "Growth",
        "Mentions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.telemoon/telemoon). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://telemoon.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.telemoon/telemoon",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tellpip",
      "name": "TellPip",
      "vendor": "TellPip",
      "category": "Meeting intelligence",
      "description": "Desktop assistant that suggests answers during calls and writes notes afterwards, with no bot joining the call.",
      "url": "https://tellpip.eu/",
      "pricingUrl": "https://tellpip.eu/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Solo is €25 a month including VAT. Everything is €39 a month at launch price, then €59. A 5-hour pack is €39 at launch price, then €49. Enterprise is €150 per person a month plus VAT.",
      "startingPrice": 25,
      "currency": "EUR",
      "billing": "monthly",
      "freePlan": "No free plan. Free trial of 5 sessions of up to 10 minutes, with no card needed.",
      "features": [
        "Answers during calls from your documents",
        "Client memory across calls",
        "Notes and follow-up emails",
        "Search across past calls"
      ],
      "integrations": [
        "Notion",
        "Google Drive",
        "OneDrive",
        "SharePoint"
      ],
      "platforms": [
        "macOS"
      ],
      "tasks": [
        "summarize-meetings",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People whose work depends on client and sales calls.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official product and pricing pages read on the review date. Prices were read from the rendered page and launch prices may change. Listed integrations are on the Enterprise plan.",
      "sources": [
        {
          "url": "https://tellpip.eu/",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://tellpip.eu/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tellscreen",
      "name": "Tellscreen",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Turn screen recordings and video links into change lists with screenshots an AI can act on.",
      "url": "https://tellscreen.com/",
      "pricingUrl": "https://tellscreen.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tellscreen/tellscreen). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tellscreen.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tellscreen/tellscreen",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "temporevenue",
      "name": "TempoRevenue",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Turn a client conversation into a priced proposal draft and track whether clients open or accept it.",
      "url": "https://temporevenue.com/",
      "pricingUrl": "https://temporevenue.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales & CRM",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "run-freelance-business"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.temporevenue/proposals). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://temporevenue.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.temporevenue/proposals",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tempost",
      "name": "Tempost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Schedule and publish YouTube videos from AI agents. Facebook and Instagram coming soon.",
      "url": "https://tempost.io/",
      "pricingUrl": "https://tempost.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Schedule and publish YouTube videos from AI agents",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.tempost/tempost). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tempost.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.tempost/tempost",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tempus",
      "name": "Tempus",
      "vendor": "Tempus",
      "category": "Precision medicine",
      "description": "Clinical and molecular data platform with AI applications in diagnostics and oncology.",
      "url": "https://www.tempus.com/",
      "pricingUrl": "https://www.tempus.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Molecular profiling",
        "Clinical data",
        "Trial matching"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "medical-imaging",
        "clinical-trials",
        "bioinformatics"
      ],
      "sectors": [
        "healthcare-social-care",
        "pharma-biotech"
      ],
      "bestFor": "Oncologists and pharma research partners.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 429), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.tempus.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tendeck",
      "name": "Tendeck",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "AI-run real estate CRM. Brokers: Florida recruiting lists, County Watch, auto email, BYO MLS.",
      "url": "https://tendeck.ai/",
      "pricingUrl": "https://tendeck.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales & CRM",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.tendeck/crm). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tendeck.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.tendeck/crm",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tenderfix",
      "name": "Tenderfix",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Open UK and EU public tenders (Find a Tender, TED) with go/no-go screening.",
      "url": "https://tenderfix.io/",
      "pricingUrl": "https://tenderfix.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Market & company data",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.tenderfix/tenderfix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tenderfix.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.tenderfix/tenderfix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "tenderlead",
      "name": "TenderLead",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Read your matched UK tender brief, search matched tenders and inspect saved BID or SKIP decisions.",
      "url": "https://tenderlead.co.uk/",
      "pricingUrl": "https://tenderlead.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your matched UK tender brief",
        "Search matched tenders",
        "Inspect saved BID or SKIP decisions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.tenderlead/tenderlead). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tenderlead.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.tenderlead/tenderlead",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tenderspotter",
      "name": "TenderSpotter",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Dutch public tenders from TenderNed: search, details, documents, awards and competitors.",
      "url": "https://www.tenderspotter.nl/",
      "pricingUrl": "https://www.tenderspotter.nl/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Details",
        "Documents",
        "Awards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (nl.tenderspotter/tenderspotter). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.tenderspotter.nl/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=nl.tenderspotter/tenderspotter",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "teneks",
      "name": "TENEKS",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Find recorded calls and meetings, read transcripts, and ask questions grounded in your recordings.",
      "url": "https://www.teneks.ai/",
      "pricingUrl": "https://www.teneks.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find recorded calls",
        "Meetings",
        "Read transcripts",
        "And ask questions grounded in your recordings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.teneks/teneks). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.teneks.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.teneks/teneks",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tenkai",
      "name": "Tenkai",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy apps to servers you own: projects, deployments, logs, health and pull request previews.",
      "url": "https://tenkai.cloud/",
      "pricingUrl": "https://tenkai.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Projects",
        "Deployments",
        "Logs",
        "Health"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.tenkai/tenkai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tenkai.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.tenkai/tenkai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tenqueue",
      "name": "TenQueue",
      "vendor": "Not verified",
      "category": "Teaching tools",
      "description": "Create, test and publish live group quizzes that players join on their phones by QR code.",
      "url": "https://tenqueue.com/",
      "pricingUrl": "https://tenqueue.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create, test and publish live group quizzes that players join on their",
        "Teaching tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning"
      ],
      "sectors": [
        "education-learning"
      ],
      "bestFor": "Teachers and trainers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tenqueue/tenqueue). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tenqueue.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tenqueue/tenqueue",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tera-ads",
      "name": "Tera Ads",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Meta Ads in your AI: approval before changes, undo for pauses and budgets, profit after returns.",
      "url": "https://teraads.co/",
      "pricingUrl": "https://teraads.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Approval before changes",
        "Undo for pauses",
        "Budgets",
        "Profit after returns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.teraads/connect). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://teraads.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.teraads/connect",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "termalin",
      "name": "Termalin",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Run commands and jobs, edit files, query databases, read metrics; no SSH key is handed to the AI.",
      "url": "https://termal.in/",
      "pricingUrl": "https://termal.in/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run commands",
        "Jobs",
        "Edit files",
        "Query databases"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (in.termal/termalin-web). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://termal.in/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=in.termal/termalin-web",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "terranimus-memo",
      "name": "Terranimus Memo",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Company memory for Terranimus: search, read and save what a company knows (OAuth).",
      "url": "https://memo.terranimus.com/",
      "pricingUrl": "https://memo.terranimus.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Read",
        "Save what a company knows (OAuth)"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.terranimus/memo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://memo.terranimus.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.terranimus/memo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "testez-votre-tracking",
      "name": "Testez votre tracking",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Website tracking audit, no account needed: GTM, GA4, Meta Pixel, Consent Mode v2, server-side.",
      "url": "https://dhsdigital.eu/",
      "pricingUrl": "https://dhsdigital.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "GTM",
        "GA4",
        "Meta Pixel",
        "Consent Mode v2"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.dhsdigital/testez-votre-tracking). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://dhsdigital.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.dhsdigital/testez-votre-tracking",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "testfit",
      "name": "TestFit",
      "vendor": "TestFit",
      "category": "Architecture & BIM",
      "description": "Real-time site planning and feasibility configurator for real estate.",
      "url": "https://www.testfit.io/",
      "pricingUrl": "https://www.testfit.io/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Parking Solver is $195 a month, with add-ons. Site Solver starts at $15,000 and Site Solver Portfolio at $20,000 a year.",
      "startingPrice": 195,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Site feasibility",
        "Unit layouts",
        "Cost metrics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning",
        "real-estate"
      ],
      "bestFor": "Developers and architects testing sites.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.testfit.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.testfit.io/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "testifly",
      "name": "Testifly",
      "vendor": "Testifly",
      "category": "Software testing",
      "description": "AI-powered software quality assurance with no test code; seen on Product Hunt.",
      "url": "https://testifly.dev/",
      "pricingUrl": "https://testifly.dev/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Starter is $29, Growth $89 and Business $249 a month. Enterprise is by contacting sales.",
      "startingPrice": 29,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. 30-day free trial with no card.",
      "features": [
        "Autonomous testing",
        "QA",
        "Low maintenance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams testing new web apps.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://testifly.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://testifly.dev/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "testsy",
      "name": "Testsy",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Run plain-English web QA tests and inspect check results and evidence.",
      "url": "https://testsy.dev/",
      "pricingUrl": "https://testsy.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run plain-English web QA tests",
        "Inspect check results",
        "Evidence"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.testsy/testsy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://testsy.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.testsy/testsy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "testwatch",
      "name": "TestWatch",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Run your end-to-end tests, read why they failed, write new tests. Sign in with OAuth.",
      "url": "https://testwatch.dev/",
      "pricingUrl": "https://testwatch.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run your end-to-end tests",
        "Read why they failed",
        "Write new tests"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.testwatch/testwatch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://testwatch.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.testwatch/testwatch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "text2sql-ai",
      "name": "Text2SQL.ai",
      "vendor": "Text2SQL.ai",
      "category": "Text to SQL",
      "description": "Turns plain-English questions into SQL queries and explains existing ones.",
      "url": "https://www.text2sql.ai/",
      "pricingUrl": "https://www.text2sql.ai/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Text to SQL",
        "SQL explanation",
        "Query fixing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts drafting queries to review.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.text2sql.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "textkit",
      "name": "TextKit",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "SMS for developers: send and receive texts, verify phones, and buy US and Canada numbers.",
      "url": "https://jointextkit.com/",
      "pricingUrl": "https://jointextkit.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send",
        "Receive texts",
        "Verify phones",
        "And buy US"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.jointextkit/textkit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://jointextkit.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.jointextkit/textkit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "thai-legal",
      "name": "Thai Legal",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Thai legal search MCP statutes, gazette, opinions, court cases.",
      "url": "https://legaltech.in.th/",
      "pricingUrl": "https://legaltech.in.th/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Thai legal search MCP statutes",
        "Gazette",
        "Opinions",
        "Court cases"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (th.in.legaltech/thai-legal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://legaltech.in.th/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=th.in.legaltech/thai-legal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "thatsaid",
      "name": "thatsaid",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Search and read your thatsaid meeting transcripts, summaries and action items. OAuth or token.",
      "url": "https://thatsaid.app/",
      "pricingUrl": "https://thatsaid.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and read your thatsaid meeting transcripts, summaries and action",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.thatsaid/thatsaid). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://thatsaid.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.thatsaid/thatsaid",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "the-agentcy",
      "name": "The Agentcy",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Design, edit and schedule on-brand social posts in your The Agentcy workspace.",
      "url": "https://theagentcy.app/",
      "pricingUrl": "https://theagentcy.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design, edit and schedule on-brand social posts in your The Agentcy",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.theagentcy/theagentcy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://theagentcy.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.theagentcy/theagentcy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "the-deployer",
      "name": "The Deployer",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Deploy and run apps in your own AWS, Google Cloud, Azure or DigitalOcean account from any AI agent.",
      "url": "https://thedploy.com/",
      "pricingUrl": "https://thedploy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy and run apps in your own AWS, Google Cloud, Azure",
        "Developer tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.thedploy/deployer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://thedploy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.thedploy/deployer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "the-jobs-api",
      "name": "The Jobs API",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Search employer career-site jobs in Canada and the US, retrieve postings and inspect job counts.",
      "url": "https://thejobsapi.com/",
      "pricingUrl": "https://thejobsapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search employer career-site jobs in Canada",
        "The US",
        "Retrieve postings",
        "Inspect job counts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.thejobsapi/jobs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://thejobsapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.thejobsapi/jobs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "the-new-black",
      "name": "The New Black",
      "vendor": "The New Black",
      "category": "Fashion design",
      "description": "AI fashion design generator and virtual try-on tools.",
      "url": "https://thenewblack.ai/",
      "pricingUrl": "https://thenewblack.ai/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Starter is $15, Pro $35, Business $65 and Enterprise $195 a month. One-off credit packs are also sold.",
      "startingPrice": 15,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Design generation",
        "Virtual try-on",
        "Model photos"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fashion-design",
        "create-visuals"
      ],
      "sectors": [
        "fashion-apparel-design"
      ],
      "bestFor": "Independent fashion designers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://thenewblack.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://thenewblack.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "the-quant-space-research-corpus",
      "name": "The Quant Space Research Corpus",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Scored quant-finance paper corpus.",
      "url": "https://thequant.space/",
      "pricingUrl": "https://thequant.space/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Research & search",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (space.thequant/research-corpus). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://thequant.space/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=space.thequant/research-corpus",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "thenetworkery",
      "name": "thenetworkery",
      "vendor": "Not verified",
      "category": "Security",
      "description": "DNS, email auth, TLS, BGP/RPKI, WHOIS and subnet tools with plain-English fixes, plus webhook URLs.",
      "url": "https://thenetworkery.com/",
      "pricingUrl": "https://thenetworkery.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "DNS, email auth, TLS, BGP/RPKI, WHOIS and subnet tools",
        "Security"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.thenetworkery/network-tools). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://thenetworkery.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.thenetworkery/network-tools",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "theopros",
      "name": "theoPros",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Search and verify 79k state-licensed US contractors, checked weekly against the licensing boards.",
      "url": "https://theopros.com/",
      "pricingUrl": "https://theopros.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and verify 79k state-licensed US contractors, checked weekly",
        "Risk & compliance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.theopros/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://theopros.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.theopros/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "theorem-praxis",
      "name": "Theorem Praxis",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Project tracker for AI agents and teams: file, claim, update and hand off tickets over MCP.",
      "url": "https://praxis.theorem-labs.com/",
      "pricingUrl": "https://praxis.theorem-labs.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "File",
        "Claim",
        "Update",
        "Hand off tickets over MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.theorem-labs.praxis/praxis). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://praxis.theorem-labs.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.theorem-labs.praxis/praxis",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "thinkific",
      "name": "Thinkific",
      "vendor": "Thinkific",
      "category": "Online courses",
      "description": "Course and learning-community platform with AI course creation.",
      "url": "https://www.thinkific.com/",
      "pricingUrl": "https://www.thinkific.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Plans are $109, $219 and $499 a month, or $82, $164 and $374 billed annually.",
      "startingPrice": 109,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan. A free trial is offered.",
      "features": [
        "Course builder",
        "Communities",
        "Commerce"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "freelance-creator-economy",
        "education-learning"
      ],
      "bestFor": "Educators running course businesses.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.thinkific.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.thinkific.com/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "thomson-reuters-cocounsel",
      "name": "Thomson Reuters CoCounsel",
      "vendor": "Thomson Reuters",
      "category": "Legal work",
      "description": "Combine document analysis and drafting with legal research and practical guidance through plan-dependent CoCounsel offerings.",
      "url": "https://legal.thomsonreuters.com/en/products/cocounsel-legal",
      "pricingUrl": "https://legal.thomsonreuters.com/en/c/compare-cocounsel-plans-for-your-legal-team",
      "pricingModel": "Paid",
      "pricingSummary": "The US in-house-team page lists Essentials from US$340.85/month and CoCounsel Legal from US$1,694.90/month. Scope and seat assumptions require confirmation; these are not universal per-user rates.",
      "startingPrice": null,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Free trial offered; an ongoing free plan was not verified.",
      "features": [
        "Document review",
        "Legal drafting",
        "Legal knowledge search",
        "Research with eligible content"
      ],
      "integrations": [
        "Westlaw (eligible plan)",
        "Practical Law (eligible plan)"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "legal-research",
        "write-and-edit",
        "find-team-knowledge"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Legal professionals comparing drafting assistance with research-content bundles.",
      "limitations": [
        "Qualified legal review is required for generated analysis and citations.",
        "Essentials does not include all Westlaw or Practical Law content."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://legal.thomsonreuters.com/en/products/cocounsel-legal",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://legal.thomsonreuters.com/en/c/compare-cocounsel-plans-for-your-legal-team",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Pricing reflects a specific in-house-team US page, not every law-firm segment or jurisdiction. Starting price is intentionally null because a comparable seat basis was not established.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "thoughtspot",
      "name": "ThoughtSpot",
      "vendor": "ThoughtSpot",
      "category": "Database BI",
      "description": "AI analytics agent that answers questions from warehouse data.",
      "url": "https://www.thoughtspot.com/",
      "pricingUrl": "https://www.thoughtspot.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Plans start as low as $25 per user a month billed annually, or $0.10 per credit on usage plans. Larger plans are custom.",
      "startingPrice": 25,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Natural language analytics",
        "AI agent",
        "Embedded analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance",
        "retail-ecommerce"
      ],
      "bestFor": "Business teams asking questions of warehouse data.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.thoughtspot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.thoughtspot.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "threatist",
      "name": "Threatist",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Vulnerability records: CVE, GHSA, CISA KEV, EPSS and vendor fixes in one place. No key needed.",
      "url": "https://threatist.io/",
      "pricingUrl": "https://threatist.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CVE",
        "GHSA",
        "CISA KEV",
        "EPSS"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.threatist/threatist). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://threatist.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.threatist/threatist",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ticker",
      "name": "Ticker",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Ticket market data for brokers: completed sales by section and row, seat history, primary vs resale.",
      "url": "https://findticker.com/",
      "pricingUrl": "https://findticker.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Completed sales by section",
        "Row",
        "Seat history",
        "Primary vs resale"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "arts-culture-entertainment"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.findticker/ticker). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://findticker.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.findticker/ticker",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tidyfetch",
      "name": "TidyFetch",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Web pages to markdown, site crawls, company contacts, app reviews, ATS jobs and Shopify products.",
      "url": "https://tidyfetch.com/",
      "pricingUrl": "https://tidyfetch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web pages to markdown",
        "Site crawls",
        "Company contacts",
        "App reviews"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tidyfetch/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tidyfetch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tidyfetch/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tigris",
      "name": "Tigris",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Tigris MCP Server seamlessly connects AI agents to Tigris bucket and object management.",
      "url": "https://storage.dev/",
      "pricingUrl": "https://storage.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.storage/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://storage.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.storage/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tiktokapi-io",
      "name": "TikTokAPI.io",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Real-time TikTok videos, profiles, comments, trends & Creative Center ads MCP. OAuth or API key.",
      "url": "https://tiktokapi.io/",
      "pricingUrl": "https://tiktokapi.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time TikTok videos",
        "Profiles",
        "Comments",
        "Trends & Creative Center ads MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.tiktokapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tiktokapi.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.tiktokapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tileset",
      "name": "TileSet",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Live social feeds and review widgets for any website, set up by your AI agent.",
      "url": "https://tileset.com/",
      "pricingUrl": "https://tileset.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Live social feeds",
        "Review widgets for any website",
        "Set up by your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tileset/tileset). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tileset.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tileset/tileset",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "time-trakkr",
      "name": "Time Trakkr",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Time tracking, budgets, profitability and invoicing for agencies, plus AI agent time tracking.",
      "url": "https://timetrakkr.com/",
      "pricingUrl": "https://timetrakkr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Time tracking",
        "Budgets",
        "Profitability",
        "Invoicing for agencies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "run-freelance-business"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.timetrakkr/time-trakkr). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://timetrakkr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.timetrakkr/time-trakkr",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "timeuno",
      "name": "TimeUno",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Read your tracked time and projects, pause tracking or add a note, from Claude or ChatGPT.",
      "url": "https://timeuno.io/",
      "pricingUrl": "https://timeuno.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your tracked time",
        "Projects",
        "Pause tracking or add a note",
        "From Claude or ChatGPT"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.timeuno/timeuno). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://timeuno.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.timeuno/timeuno",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tinysend",
      "name": "Tinysend",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Write, send and follow your Tinysend newsletters, and sign up for things with your Tinysend address.",
      "url": "https://tinysend.com/",
      "pricingUrl": "https://tinysend.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write, send and follow your Tinysend newsletters, and sign up",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tinysend/tinysend). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tinysend.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tinysend/tinysend",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tiquiz-quiz-funnel",
      "name": "Tiquiz Quiz Funnel",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Quiz funnels: stats, drop-offs, leads by result, CRM tags, follow-up emails and quiz drafts.",
      "url": "https://tiquiz.io/",
      "pricingUrl": "https://tiquiz.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Stats",
        "Drop-offs",
        "Leads by result",
        "CRM tags"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.tiquiz/quiz-funnel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tiquiz.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.tiquiz/quiz-funnel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tldix",
      "name": "TLDix",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Track domain, hosting, SSL and licence renewals. Check WHOIS and SSL expiry dates from chat.",
      "url": "https://tldix.com/",
      "pricingUrl": "https://tldix.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track domain",
        "Hosting",
        "SSL",
        "Licence renewals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tldix/tldix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tldix.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tldix/tldix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tlly",
      "name": "tlly",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Hosted dashboards and scheduled data jobs for AI agents, with thresholds, alerts and share links.",
      "url": "https://tlly.dev/",
      "pricingUrl": "https://tlly.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hosted dashboards",
        "Scheduled data jobs for AI agents",
        "Thresholds",
        "Alerts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.tlly/tlly). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tlly.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.tlly/tlly",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "toast",
      "name": "Toast",
      "vendor": "Toast",
      "category": "Restaurant platform",
      "description": "Restaurant point of sale and operations platform with AI assistance.",
      "url": "https://pos.toasttab.com/",
      "pricingUrl": "https://pos.toasttab.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pricing starts at $0 a month, and paid plans vary by setup. Figures were not published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "A $0 a month starting option is advertised; terms were not confirmed.",
      "features": [
        "Point of sale",
        "Online ordering",
        "Staff tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "restaurant-operations"
      ],
      "sectors": [
        "restaurants-food-service"
      ],
      "bestFor": "Independent and multi-location restaurants.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked or did not answer our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing. Pricing read from the official pricing page on 2026-11-04.",
      "sources": [
        {
          "url": "https://pos.toasttab.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        },
        {
          "url": "https://pos.toasttab.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "toggl-track",
      "name": "Toggl Track",
      "vendor": "Toggl",
      "category": "Time tracking",
      "description": "Simple time tracking and reports for billable work.",
      "url": "https://toggl.com/",
      "pricingUrl": "https://toggl.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Starter is $9 and Premium $16 per user a month billed annually, or $12 and $24 monthly.",
      "startingPrice": 9,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "Free for a limited number of users.",
      "features": [
        "Time tracking",
        "Reports",
        "Billable rates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers billing by the hour.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://toggl.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://toggl.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tokenzero",
      "name": "TokenZero",
      "vendor": "Not verified",
      "category": "AI model tooling",
      "description": "Ledger of record for AI spend: verifiable receipts, waste auditor & model arbitrage MCP.",
      "url": "https://tokenzero.sh/",
      "pricingUrl": "https://tokenzero.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Verifiable receipts",
        "Waste auditor & model arbitrage MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams building and evaluating AI.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.tokenzero/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tokenzero.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.tokenzero/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tokfluence",
      "name": "Tokfluence",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search a TikTok creator index, read posts, and save ranked creator lists from your AI agent.",
      "url": "https://tokfluence.com/",
      "pricingUrl": "https://tokfluence.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search a TikTok creator index",
        "Read posts",
        "And save ranked creator lists from your AI agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tokfluence/tokfluence). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tokfluence.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tokfluence/tokfluence",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "toolbox-pod",
      "name": "Toolbox POD",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Design custom shirts and hoodies, make mockups, publish to Shopify or WooCommerce, and order prints.",
      "url": "https://toolboxpod.com/",
      "pricingUrl": "https://toolboxpod.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design custom shirts",
        "Hoodies",
        "Make mockups",
        "Publish to Shopify or WooCommerce"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.toolboxpod/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://toolboxpod.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.toolboxpod/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "topaz-photo-ai",
      "name": "Topaz Photo AI",
      "vendor": "Topaz Labs",
      "category": "Photo editing",
      "description": "Sharpens, denoises and upscales photos using AI models.",
      "url": "https://www.topazlabs.com/topaz-photo",
      "pricingUrl": "https://www.topazlabs.com/web/video?pricingopen",
      "pricingModel": "Paid",
      "pricingSummary": "Topaz Photo is $39 a month. Topaz Studio is $69 a month or $399 a year. These terms cover organisations under $1M in revenue.",
      "startingPrice": 39,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Upscaling",
        "Denoise",
        "Sharpening"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "edit-photos"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Wildlife, event and archive photographers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.topazlabs.com/topaz-photo",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.topazlabs.com/web/video?pricingopen",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "toro4n",
      "name": "toro4n",
      "vendor": "Not verified",
      "category": "Schema design",
      "description": "Draw, shape, and edit Neo4j graph data models in toro4n with your AI assistant.",
      "url": "https://toro4n.com/",
      "pricingUrl": "https://toro4n.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draw, shape, and edit Neo4j graph data models in toro4n with your AI",
        "Schema design"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-modelling"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Data teams designing schemas.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.toro4n/toro4n). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://toro4n.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.toro4n/toro4n",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tpsclear",
      "name": "TPSClear",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Screen UK numbers against TPS and CTPS, wash AU numbers against the DNCR, check dead mobiles.",
      "url": "https://tpsclear.co.uk/",
      "pricingUrl": "https://tpsclear.co.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Screen UK numbers against TPS",
        "CTPS",
        "Wash AU numbers against the DNCR",
        "Check dead mobiles"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.co.tpsclear/tpsclear). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tpsclear.co.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.co.tpsclear/tpsclear",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tracelog",
      "name": "TraceLog",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Your own assistant uses the same validated, read-only queries as TraceLog.",
      "url": "https://tracelog.io/",
      "pricingUrl": "https://tracelog.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your own assistant uses the same validated",
        "Read-only queries as TraceLog"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.tracelog/assistant). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tracelog.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.tracelog/assistant",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tracepass",
      "name": "TracePass",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Answers EU Digital Product Passport questions: scope, required fields, registry and law changes.",
      "url": "https://www.tracepass.eu/",
      "pricingUrl": "https://www.tracepass.eu/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scope",
        "Required fields",
        "Registry",
        "Law changes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (eu.tracepass/compliance). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.tracepass.eu/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=eu.tracepass/compliance",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "track-podcasts",
      "name": "Track Podcasts",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Who sponsors which podcasts, from transcribed ad reads. : 10 calls/day with no key, 25 with one.",
      "url": "https://trackpodcasts.com/",
      "pricingUrl": "https://trackpodcasts.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Who sponsors which podcasts",
        "From transcribed ad reads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.trackpodcasts/podcast-sponsors). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trackpodcasts.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.trackpodcasts/podcast-sponsors",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tractable",
      "name": "Tractable",
      "vendor": "Tractable",
      "category": "Insurance claims",
      "description": "Computer vision that assesses vehicle and property damage from images.",
      "url": "https://tractable.ai/",
      "pricingUrl": "https://tractable.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Damage assessment",
        "Photo-based estimates",
        "Repair decisions"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial"
      ],
      "sectors": [
        "insurance-actuarial",
        "automotive-mobility"
      ],
      "bestFor": "Motor insurers and repair networks.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://tractable.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tracwell",
      "name": "Tracwell",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Ask your web and product analytics: traffic, funnels, goals, revenue and sessions.",
      "url": "https://tracwell.app/",
      "pricingUrl": "https://tracwell.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Traffic",
        "Funnels",
        "Goals",
        "Revenue"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.tracwell/analytics). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tracwell.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.tracwell/analytics",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "trade-off-analyzer",
      "name": "Trade-off Analyzer",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Analyze a tech decision for your team's context: a pick, the risks, re-weightable scores and an ADR.",
      "url": "https://tradeoffanalyzer.com/",
      "pricingUrl": "https://tradeoffanalyzer.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "A pick",
        "The risks",
        "Re-weightable scores",
        "An ADR"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tradeoffanalyzer/trade-off-analyzer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tradeoffanalyzer.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tradeoffanalyzer/trade-off-analyzer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tradeapes",
      "name": "TradeApes",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Stock health scores, valuation verdicts, sector rankings and analyses for 8,000+ US companies.",
      "url": "https://www.tradeapes.com/",
      "pricingUrl": "https://www.tradeapes.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Stock health scores",
        "Valuation verdicts",
        "Sector rankings",
        "Analyses for 8,000+ US companies"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tradeapes/tradeapes). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.tradeapes.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tradeapes/tradeapes",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "trademark-screen",
      "name": "Trademark Screen",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Screen a brand name against the USPTO federal register sound, class, live status, risk verdict.",
      "url": "https://trademarkscreen.com/",
      "pricingUrl": "https://trademarkscreen.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Class",
        "Live status",
        "Risk verdict"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.trademarkscreen/trademark-clearance-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trademarkscreen.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.trademarkscreen/trademark-clearance-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "trados-studio",
      "name": "Trados Studio",
      "vendor": "RWS",
      "category": "Translation",
      "description": "Computer-assisted translation software with neural machine translation support.",
      "url": "https://www.trados.com/",
      "pricingUrl": "https://www.trados.com/pricing/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Translation memory",
        "Terminology",
        "AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services"
      ],
      "bestFor": "Freelance and agency translators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.trados.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tradytics-market-data",
      "name": "Tradytics Market Data",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "US options flow, ranked dark pool prints, dealer exposure, and stock research from Tradytics.",
      "url": "https://tradytics.com/",
      "pricingUrl": "https://tradytics.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US options flow",
        "Ranked dark pool prints",
        "Dealer exposure",
        "And stock research from Tradytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tradytics/market-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tradytics.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tradytics/market-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "training-360",
      "name": "Training-360",
      "vendor": "Not verified",
      "category": "Online courses",
      "description": "Read your company's Training-360 trainings, results, certificates and follow-up. Company admins.",
      "url": "https://www.training-360.com/",
      "pricingUrl": "https://www.training-360.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your company's Training-360 trainings",
        "Results",
        "Certificates",
        "Follow-up"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Course creators and educators.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.training-360/training). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.training-360.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.training-360/training",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "trame",
      "name": "TRAME",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Construction labour-hour estimates with durations, weather and contract model (French)",
      "url": "https://agents.vlek.fr/",
      "pricingUrl": "https://agents.vlek.fr/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Weather",
        "Contract model (French)"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (fr.vlek/trame). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://agents.vlek.fr/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=fr.vlek/trame",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "transcript1",
      "name": "transcript1",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcribe and translate YouTube, TikTok, Instagram, X and 7 more social media platforms, or files.",
      "url": "https://transcript1.com/",
      "pricingUrl": "https://transcript1.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcribe and translate YouTube, TikTok, Instagram, X and 7 more",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "translate-localize"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.transcript1/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://transcript1.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.transcript1/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "transcriptapi",
      "name": "TranscriptAPI",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "TranscriptAPI.com: hosted YouTube transcripts, search, channels and playlists for AI agents.",
      "url": "https://transcriptapi.com/",
      "pricingUrl": "https://transcriptapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Hosted YouTube transcripts",
        "Search",
        "Channels",
        "Playlists for AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.transcriptapi/youtube-transcript-and-youtube-search). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://transcriptapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.transcriptapi/youtube-transcript-and-youtube-search",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "transcriptclip",
      "name": "TranscriptClip",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcripts of TikTok, Instagram, YouTube, X, Facebook and RedNote videos, saved to your library.",
      "url": "https://transcriptclip.com/",
      "pricingUrl": "https://transcriptclip.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcripts of TikTok",
        "Instagram",
        "YouTube",
        "Facebook"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.transcriptclip/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://transcriptclip.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.transcriptclip/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "transcripthook",
      "name": "TranscriptHook",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Fetch YouTube transcripts, monitor channels and track keyword matches from your AI assistant.",
      "url": "https://transcripthook.com/",
      "pricingUrl": "https://transcripthook.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Fetch YouTube transcripts",
        "Monitor channels",
        "Track keyword matches from your AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.transcripthook/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://transcripthook.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.transcripthook/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "transcriptyt",
      "name": "TranscriptYT",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "YouTube transcripts for AI agents: 150+ languages, AI transcription fallback, search, summaries.",
      "url": "https://transcript-yt.com/",
      "pricingUrl": "https://transcript-yt.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "150+ languages",
        "AI transcription fallback",
        "Search",
        "Summaries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.transcript-yt/transcriptyt). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://transcript-yt.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.transcript-yt/transcriptyt",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "transkribus",
      "name": "Transkribus",
      "vendor": "READ-COOP",
      "category": "Historical documents",
      "description": "Recognises and transcribes handwritten historical documents using AI.",
      "url": "https://www.transkribus.org/",
      "pricingUrl": "https://www.transkribus.org/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Scholar is €99 and Team €449 a year, including 20% VAT. Credit packs and custom plans are also sold.",
      "startingPrice": 99,
      "currency": "EUR",
      "billing": "annual",
      "freePlan": "50 credits a month.",
      "features": [
        "Handwriting recognition",
        "Custom models",
        "Archive publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "humanities-archives"
      ],
      "sectors": [
        "libraries-archives-museums",
        "social-sciences-humanities"
      ],
      "bestFor": "Archivists and historians.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.transkribus.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.transkribus.org/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "trax",
      "name": "Trax",
      "vendor": "Trax",
      "category": "Shelf intelligence",
      "description": "Computer vision that measures shelf availability and in-store execution.",
      "url": "https://traxretail.com/",
      "pricingUrl": "https://traxretail.com/get-in-touch/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Shelf image recognition",
        "Out-of-stock detection",
        "Store audits"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "retail-operations"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "retail-ecommerce"
      ],
      "bestFor": "Field sales and retail execution teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://traxretail.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "trellus",
      "name": "Trellus",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Read-only Trellus call reporting: call activity, rep results, sessions and call details.",
      "url": "https://www.trellus.ai/",
      "pricingUrl": "https://www.trellus.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Call activity",
        "Rep results",
        "Sessions",
        "Call details"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.trellus/trellus). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.trellus.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.trellus/trellus",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "trendguru",
      "name": "TrendGuru",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Publish and schedule posts to Instagram, TikTok, YouTube, Facebook, LinkedIn and X.",
      "url": "https://trend.guru/",
      "pricingUrl": "https://trend.guru/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish and schedule posts to Instagram, TikTok, YouTube, Facebook",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (guru.trend/trendguru). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trend.guru/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=guru.trend/trendguru",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "trendsfast",
      "name": "TrendsFast",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Niche trend intelligence for agents: what is trending, what customers ask, with sources and dates.",
      "url": "https://trendsfast.com/",
      "pricingUrl": "https://trendsfast.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "What is trending",
        "What customers ask",
        "Sources",
        "Dates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.trendsfast/trends). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trendsfast.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.trendsfast/trends",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tricentis-testim",
      "name": "Tricentis Testim",
      "vendor": "Tricentis",
      "category": "Software testing",
      "description": "Create and maintain web, mobile, and Salesforce tests using recording, AI locators, and assisted test authoring.",
      "url": "https://www.tricentis.com/products/test-automation-web-apps-testim",
      "pricingUrl": "https://www.testim.io/pricing/",
      "pricingModel": "Free + paid",
      "pricingSummary": "Paid Web, Salesforce, and Mobile packages require a sales quote; additional parallel testing capacity may be purchased.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "A Community plan follows the trial; one Community plan per organization and self-service support.",
      "features": [
        "Low-code test recording",
        "AI element locators",
        "Salesforce test generation",
        "Failure investigation"
      ],
      "integrations": [
        "Salesforce",
        "Jira",
        "GitHub",
        "Slack",
        "Selenium Grid"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "QA engineers and Salesforce teams maintaining UI regression tests.",
      "limitations": [
        "Generated tests still need meaningful assertions and human review.",
        "Mobile and parallel execution capacity depend on the purchased package."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.tricentis.com/products/test-automation-web-apps-testim",
          "label": "Official product information",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.testim.io/pricing/",
          "label": "Official pricing or sales information",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "verificationNotes": "Replaces the requested Tabnine slot: tabnine.com and its pricing page redirected to Tricentis during review, preventing verification of a current standalone Tabnine offering. Testim is a verifiable developer-quality alternative, not a like-for-like autocomplete replacement.",
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "trinetx",
      "name": "TriNetX",
      "vendor": "TriNetX",
      "category": "Real-world evidence",
      "description": "Federated network of real-world health data for trial feasibility and outcomes research.",
      "url": "https://trinetx.com/",
      "pricingUrl": "https://trinetx.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Trial feasibility",
        "Real-world cohorts",
        "Outcomes analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-trials",
        "research-evidence"
      ],
      "sectors": [
        "pharma-biotech",
        "healthcare-social-care",
        "public-health-epidemiology"
      ],
      "bestFor": "Clinical researchers sizing patient populations.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://trinetx.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "trinka-ai",
      "name": "Trinka AI",
      "vendor": "Crimson AI",
      "category": "Academic writing",
      "description": "Grammar and style checker designed for academic and technical writing.",
      "url": "https://www.trinka.ai/",
      "pricingUrl": "https://www.trinka.ai/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Confidential Data is $41.67 a month billed annually. Other paid prices were not confirmed on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Free use is available; limits were not confirmed.",
      "features": [
        "Academic style",
        "Technical terminology",
        "Publication checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "academic-writing",
        "write-and-edit"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Academics writing technical papers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.trinka.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.trinka.ai/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "trint",
      "name": "Trint",
      "vendor": "Trint",
      "category": "Transcription",
      "description": "Transcription and editing platform used by newsrooms.",
      "url": "https://trint.com/",
      "pricingUrl": "https://trint.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Automated transcripts",
        "Collaborative editing",
        "Translation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "write-and-edit"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Reporters and producers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://trint.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tripworks",
      "name": "TripWorks",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Search and manage tour and activity bookings, guests, manifests and sales reports in TripWorks.",
      "url": "https://tripworks.com/",
      "pricingUrl": "https://tripworks.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and manage tour and activity bookings, guests, manifests",
        "Project & work management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tripworks/tripworks). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tripworks.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tripworks/tripworks",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "trueloyal",
      "name": "TrueLoyal",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Search and analyze loyalty members, points, rewards, UGC posts and assets in TrueLoyal.",
      "url": "https://trueloyal.com/",
      "pricingUrl": "https://trueloyal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and analyze loyalty members, points, rewards, UGC posts",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.trueloyal/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trueloyal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.trueloyal/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "trustifi",
      "name": "Trustifi",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Investigate and manage email security across Trustifi plans using AI.",
      "url": "https://trustifi.com/",
      "pricingUrl": "https://trustifi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Investigate and manage email security across Trustifi plans using AI",
        "Security"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.trustifi.be/trustifi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://trustifi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.trustifi.be/trustifi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tsquare-wireframes",
      "name": "tsquare wireframes",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Draws UI wireframes from a small text language: multi-screen boards with notes and flow arrows.",
      "url": "https://tsquare.dev/",
      "pricingUrl": "https://tsquare.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Multi-screen boards with notes",
        "Flow arrows"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.tsquare/tsquare). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tsquare.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.tsquare/tsquare",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tubebuddy",
      "name": "TubeBuddy",
      "vendor": "TubeBuddy",
      "category": "YouTube growth",
      "description": "YouTube channel tools for titles, thumbnails and tests.",
      "url": "https://www.tubebuddy.com/",
      "pricingUrl": "https://www.tubebuddy.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $3 and Legend $15 a month, or $32 and $144 a year. Long-term one-off options are $49 and $199.",
      "startingPrice": 3,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "A free plan is offered; limits were not confirmed.",
      "features": [
        "A/B testing",
        "Tag research",
        "Bulk updates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "YouTube creators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.tubebuddy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.tubebuddy.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tukey",
      "name": "Tukey",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Evidence-backed video and Reel ideas for a YouTube channel or confirmed public Instagram account.",
      "url": "https://tukey.ai/",
      "pricingUrl": "https://tukey.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.tukey/tukey). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tukey.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.tukey/tukey",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tulina",
      "name": "Tulina",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Hosted AI agents for revenue teams: your CRM and tools, plus Apollo, FullEnrich and more at cost.",
      "url": "https://tulina.ai/",
      "pricingUrl": "https://tulina.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your CRM",
        "Tools",
        "Apollo",
        "FullEnrich"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.tulina/tulina). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tulina.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.tulina/tulina",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tume-ai",
      "name": "Tume AI",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Read-only energy market data: ISO prices, load, generation, regulatory dockets and weather.",
      "url": "https://tume.ai/",
      "pricingUrl": "https://tume.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "ISO prices",
        "Load",
        "Generation",
        "Regulatory dockets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "energy-utilities"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.tume/energy-data). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tume.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.tume/energy-data",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "tunc-doc",
      "name": "Tunc Doc",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Word docs, Excel sheets and PowerPoint decks your agents create and edit, each with a private link.",
      "url": "https://tuncdoc.com/",
      "pricingUrl": "https://tuncdoc.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Word docs",
        "Excel sheets",
        "PowerPoint decks your agents create",
        "Edit"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tuncdoc/doc). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tuncdoc.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tuncdoc/doc",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "turnitin",
      "name": "Turnitin",
      "vendor": "Turnitin",
      "category": "Academic integrity",
      "description": "Similarity checking, AI writing indicators and grading tools for educators.",
      "url": "https://www.turnitin.com/",
      "pricingUrl": "https://www.turnitin.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Similarity reports",
        "AI writing indicator",
        "Feedback tools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "lesson-planning",
        "academic-writing"
      ],
      "sectors": [
        "education-learning",
        "universities-academic-research"
      ],
      "bestFor": "Universities and exam bodies.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.turnitin.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "tuskway",
      "name": "Tuskway",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Shared epic notebook for software teams: plan, design and tickets for agents and people.",
      "url": "https://tuskway.com/",
      "pricingUrl": "https://tuskway.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Plan",
        "Design",
        "Tickets for agents",
        "People"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.tuskway/tuskway). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tuskway.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.tuskway/tuskway",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "tweakthis",
      "name": "TweakThis",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Website feedback for coding agents: set up a project, invite the client, wait for feedback, fix it.",
      "url": "https://tweakthis.io/",
      "pricingUrl": "https://tweakthis.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Set up a project",
        "Invite the client",
        "Wait for feedback",
        "Fix it"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.tweakthis/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://tweakthis.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.tweakthis/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "twelve-data",
      "name": "Twelve Data",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Real-time and historical market data: stocks, forex, crypto, ETFs, fundamentals and 60+ indicators.",
      "url": "https://twelvedata.com/",
      "pricingUrl": "https://twelvedata.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Stocks",
        "Forex",
        "Crypto",
        "ETFs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.twelvedata/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://twelvedata.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.twelvedata/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "twinethos-lite",
      "name": "TwinEthos Lite",
      "vendor": "Not verified",
      "category": "Regulatory intelligence",
      "description": "Which AI laws apply to an AI feature in a market: cited provisions, who they cover, dates, guards.",
      "url": "https://www.twinethos.com/",
      "pricingUrl": "https://www.twinethos.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cited provisions",
        "Who they cover",
        "Dates",
        "Guards"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Regulatory and policy teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.twinethos/lite). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.twinethos.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.twinethos/lite",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "twinn",
      "name": "Twinn",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Read-only Sage 100 Contractor data and construction reports (WIP, AR/AP aging) on a demo company.",
      "url": "https://twinn.engineering/",
      "pricingUrl": "https://twinn.engineering/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounting & finance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (engineering.twinn/sage-100-contractor). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://twinn.engineering/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=engineering.twinn/sage-100-contractor",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "twinr",
      "name": "Twinr",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Manage your Twinr iOS and Android apps by asking: builds, app icon, launch screen and docs.",
      "url": "https://twinr.dev/",
      "pricingUrl": "https://twinr.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Builds",
        "App icon",
        "Launch screen",
        "Docs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.twinr/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://twinr.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.twinr/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "twitterapi",
      "name": "Twitterapi",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Official twitterapi.io hosted MCP: Twitter/X tweets, users, followers, trends. OAuth or API key.",
      "url": "https://twitterapi.io/",
      "pricingUrl": "https://twitterapi.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Twitter/X tweets",
        "Users",
        "Followers",
        "Trends"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.twitterapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://twitterapi.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.twitterapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "typebid",
      "name": "TypeBid 标探",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search public tenders in China, inspect buyers, and estimate bid win probability.",
      "url": "https://typebid.com/",
      "pricingUrl": "https://typebid.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search public tenders in China",
        "Inspect buyers",
        "And estimate bid win probability"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.typebid/typebid). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://typebid.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.typebid/typebid",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "ucad",
      "name": "uCAD",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "A browser 3D CAD for your AI: it scripts real-size models, uCAD builds them and returns pictures.",
      "url": "https://ucad.app/",
      "pricingUrl": "https://ucad.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "It scripts real-size models",
        "UCAD builds them",
        "Returns pictures"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.ucad/ucad). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ucad.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.ucad/ucad",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "udemy",
      "name": "Udemy",
      "vendor": "Udemy",
      "category": "Online teaching marketplace",
      "description": "Course marketplace where instructors publish to a global audience.",
      "url": "https://www.udemy.com/",
      "pricingUrl": "https://www.udemy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Instructor marketplace",
        "Course tools",
        "Global reach"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "teach-online"
      ],
      "sectors": [
        "freelance-creator-economy",
        "education-learning"
      ],
      "bestFor": "Instructors without their own audience.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.udemy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "uibrik",
      "name": "uibrik",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Search 267 animated React components and get their props and source to install with shadcn.",
      "url": "https://uibrik.com/",
      "pricingUrl": "https://uibrik.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search 267 animated React components",
        "Get their props",
        "Source to install with shadcn"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.uibrik/components). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://uibrik.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.uibrik/components",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "uipath",
      "name": "UiPath",
      "vendor": "UiPath",
      "category": "Business automation",
      "description": "Platform combining robotic process automation, AI agents, document processing, and orchestration to automate business operations.",
      "url": "https://www.uipath.com/",
      "pricingUrl": "https://www.uipath.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Basic starts at USD 25/month with limited scale and AI consumption. Standard and Enterprise require quotes; users, robots, and some consumption can cost extra.",
      "startingPrice": 25,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "A 60-day Standard trial is offered; permanent free production entitlement was not verified.",
      "features": [
        "Robotic process automation",
        "AI agent orchestration",
        "Document data extraction",
        "Process analysis"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "automate-workflows",
        "analyze-data",
        "finance-accounting"
      ],
      "bestFor": "Operations teams automating repetitive processes and document-heavy workflows.",
      "limitations": [
        "Basic has limited users, robots, and agent consumption.",
        "Advanced orchestration and governance require higher tiers."
      ],
      "verificationNotes": "Official product and pricing pages reviewed. The vendor notes that Basic packaging is evolving.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "The pricing table lists opting out of data collection for model training in Standard and Enterprise, but not Basic; review the selected plan's terms.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.uipath.com/",
          "label": "UiPath official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.uipath.com/pricing",
          "label": "UiPath official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://www.uipath.com/pricing",
          "label": "UiPath plan governance and data controls",
          "checkedAt": "2026-11-04",
          "supports": "privacy"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "uiprompt",
      "name": "UIPrompt",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Plan every page of your UI so your coding agent builds exactly that.",
      "url": "https://uiprompt.app/",
      "pricingUrl": "https://uiprompt.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.uiprompt/uiprompt). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://uiprompt.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.uiprompt/uiprompt",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "umarelli",
      "name": "Umarelli",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Building records for New York City and Jersey City: permits, taxes, tax breaks and zoning.",
      "url": "https://umarelli.org/",
      "pricingUrl": "https://umarelli.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Permits",
        "Taxes",
        "Tax breaks",
        "Zoning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.umarelli/umarelli). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://umarelli.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.umarelli/umarelli",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "und-assay",
      "name": "UND Assay",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Evidence on MCP servers before you install: publisher, source, provenance, advisories, changes.",
      "url": "https://undassay.com/",
      "pricingUrl": "https://undassay.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publisher",
        "Source",
        "Provenance",
        "Advisories"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.undassay/und-assay). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://undassay.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.undassay/und-assay",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "underridge",
      "name": "Underridge",
      "vendor": "Not verified",
      "category": "Insurance",
      "description": "Underridge, an SI underwriting desk: a verdict and IC package from a deal's documents or ticker.",
      "url": "https://www.underridge.com/",
      "pricingUrl": "https://www.underridge.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "A verdict",
        "IC package from a deal's documents or ticker"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "insurance-actuarial"
      ],
      "sectors": [
        "insurance-actuarial"
      ],
      "bestFor": "Insurance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.underridge/underridge). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.underridge.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.underridge/underridge",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "unfunnel",
      "name": "Unfunnel",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Build, publish and track mobile quiz funnels for Meta ads. Read leads and cost per lead.",
      "url": "https://unfunnel.io/",
      "pricingUrl": "https://unfunnel.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, publish and track mobile quiz funnels for Meta ads",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.unfunnel/unfunnel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://unfunnel.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.unfunnel/unfunnel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "unicommerce",
      "name": "Unicommerce",
      "vendor": "Unicommerce",
      "category": "Warehouse management",
      "description": "Warehouse and order management for ecommerce and wholesale sellers.",
      "url": "https://unicommerce.com/",
      "pricingUrl": "https://unicommerce.com/plan/",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Warehouse management",
        "Multi-channel orders",
        "Returns"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "plan-supply-chain"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Sellers shipping from several warehouses.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://unicommerce.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://unicommerce.com/plan/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "unione",
      "name": "UniOne",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Send transactional email and manage domains, templates and webhooks in UniOne from AI agents.",
      "url": "https://unione.io/",
      "pricingUrl": "https://unione.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send transactional email",
        "Manage domains",
        "Templates",
        "Webhooks in UniOne from AI agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.unione/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://unione.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.unione/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "unity",
      "name": "Unity",
      "vendor": "Unity Technologies",
      "category": "Game development",
      "description": "Real-time 3D engine with AI tooling for games and simulations.",
      "url": "https://unity.com/",
      "pricingUrl": "https://unity.com/products",
      "pricingModel": "Free + paid",
      "pricingSummary": "Unity Pro is $210 a month or from $2,310 a year, and is required above $200K in funding or revenue. Enterprise and Industry are custom.",
      "startingPrice": 210,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Unity Personal is free, within funding and revenue limits.",
      "features": [
        "Game engine",
        "Unity AI",
        "Sentis runtime"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "write-and-test-code"
      ],
      "sectors": [
        "game-development",
        "automotive-mobility"
      ],
      "bestFor": "Game developers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://unity.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://unity.com/products",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "unraster",
      "name": "Unraster",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn slide images, charts and screenshots into editable PowerPoint (PPTX) or SVG files.",
      "url": "https://unraster.ai/",
      "pricingUrl": "https://unraster.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn slide images",
        "Charts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.unraster/convert). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://unraster.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.unraster/convert",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "unterweisungsmappe",
      "name": "Unterweisungsmappe",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Risk assessments and safety briefings for small German businesses, with proof PDFs.",
      "url": "https://unterweisungsmappe.de/",
      "pricingUrl": "https://unterweisungsmappe.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Risk assessments",
        "Safety briefings for small German businesses",
        "Proof PDFs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.unterweisungsmappe/unterweisungsmappe). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://unterweisungsmappe.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.unterweisungsmappe/unterweisungsmappe",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "upgrowth-growth-toolkit",
      "name": "upGrowth Growth Toolkit",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "29 read-only growth tools: CAC, ROAS, PPC, schema, meta tags, robots.txt and AI crawler checks.",
      "url": "https://upgrowth.in/",
      "pricingUrl": "https://upgrowth.in/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CAC",
        "ROAS",
        "PPC",
        "Schema"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (in.upgrowth/growth-toolkit). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://upgrowth.in/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=in.upgrowth/growth-toolkit",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "upheron",
      "name": "UpHeron",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Uptime and vulnerability monitoring: check sites, manage monitors, incidents and status pages.",
      "url": "https://upheron.com/",
      "pricingUrl": "https://upheron.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check sites",
        "Manage monitors",
        "Incidents",
        "Status pages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.upheron/upheron). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://upheron.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.upheron/upheron",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "uploads-sh",
      "name": "uploads.sh",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Host files from coding agents; stage on a branch and attach to GitHub PRs.",
      "url": "https://uploads.sh/",
      "pricingUrl": "https://uploads.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Host files from coding agents",
        "Stage on a branch",
        "Attach to GitHub PRs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.uploads/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://uploads.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.uploads/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "uptake",
      "name": "upTake",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "See which posts, links and releases bring visits, signups and revenue, and draft the next posts.",
      "url": "https://uptake.me/",
      "pricingUrl": "https://uptake.me/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See which posts",
        "Links",
        "Releases bring visits",
        "Signups"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (me.uptake/uptake). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://uptake.me/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=me.uptake/uptake",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "uptimeify",
      "name": "Uptimeify",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Anonymous website, DNS, email and TLS checks, plus monitor read and opt-in write access.",
      "url": "https://uptimeify.io/",
      "pricingUrl": "https://uptimeify.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Anonymous website",
        "DNS",
        "Email",
        "TLS checks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.uptimeify/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://uptimeify.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.uptimeify/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "uptimy",
      "name": "Uptimy",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Uptime monitoring from your assistant: see what's down, run incidents, set up monitors and reports.",
      "url": "https://www.upti.my/",
      "pricingUrl": "https://www.upti.my/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "See what's down",
        "Run incidents",
        "Set up monitors",
        "Reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (my.upti/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.upti.my/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=my.upti/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "upwork",
      "name": "Upwork",
      "vendor": "Upwork",
      "category": "Freelance marketplace",
      "description": "Marketplace for independent professionals with AI proposal assistance.",
      "url": "https://www.upwork.com/",
      "pricingUrl": "https://www.upwork.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Job marketplace",
        "Contracts and payment",
        "AI proposals"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Freelancers finding clients.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "The site blocked our automated check (HTTP 403), so this listing was not confirmed live on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.upwork.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Official address; automated check was blocked"
        }
      ],
      "evidenceLevel": "site-unconfirmed",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "urlaunch",
      "name": "Urlaunch",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Measured SEO and ads data for your site: semantic core, ad plan and launch results.",
      "url": "https://urlaunch.com/",
      "pricingUrl": "https://urlaunch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Semantic core",
        "Ad plan",
        "Launch results"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.urlaunch/urlaunch). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://urlaunch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.urlaunch/urlaunch",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "us-tax-estimator",
      "name": "US Tax Estimator",
      "vendor": "Not verified",
      "category": "Tax & accounting",
      "description": "Federal tax estimate, deadlines, FBAR/8938/3520 checks, §7702 screen, inherited-stock step-up.",
      "url": "https://my.yz-cpa.com/",
      "pricingUrl": "https://my.yz-cpa.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Federal tax estimate",
        "Deadlines",
        "FBAR/8938/3520 checks",
        "§7702 screen"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Tax and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.yz-cpa/us-tax-estimator). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://my.yz-cpa.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.yz-cpa/us-tax-estimator",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "usedby",
      "name": "usedby",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Which companies publicly use which AI and software tools, each line with its public source.",
      "url": "https://www.usedby.ai/",
      "pricingUrl": "https://www.usedby.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Which companies publicly use which AI",
        "Software tools",
        "Each line with its public source"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.usedby/usedby). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.usedby.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.usedby/usedby",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "user-intuition",
      "name": "User Intuition",
      "vendor": "Not verified",
      "category": "Surveys & research",
      "description": "Qualitative research with real people: AI-moderated interviews, 4M+ vetted panel, 80+ languages.",
      "url": "https://www.userintuition.ai/",
      "pricingUrl": "https://www.userintuition.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "AI-moderated interviews",
        "4M+ vetted panel",
        "80+ languages"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "qualitative-analysis"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Researchers running surveys and interviews.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.userintuition/research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.userintuition.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.userintuition/research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "user-stories-bot",
      "name": "User Stories Bot",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Narrated demo videos of a branch: your agent records, polls and fetches the video and stories.",
      "url": "https://userstoriesbot.com/",
      "pricingUrl": "https://userstoriesbot.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your agent records",
        "Polls",
        "Fetches the video",
        "Stories"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.userstoriesbot/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://userstoriesbot.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.userstoriesbot/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "usero",
      "name": "Usero",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Your user feedback in your agent: read the inbox, build forms, file issues, open an AI PR.",
      "url": "https://usero.io/",
      "pricingUrl": "https://usero.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read the inbox",
        "Build forms",
        "File issues",
        "Open an AI PR"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.usero/usero). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usero.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.usero/usero",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "usvi-public-records",
      "name": "USVI Public Records",
      "vendor": "Not verified",
      "category": "Legal research",
      "description": "Search and read U.S. Virgin Islands public records: laws, court records, audits, hearings, reports.",
      "url": "https://usvipublicrecords.com/",
      "pricingUrl": "https://usvipublicrecords.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and read U.S",
        "Legal research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Lawyers and legal researchers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.usvipublicrecords/documents). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usvipublicrecords.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.usvipublicrecords/documents",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "v0",
      "name": "v0",
      "vendor": "Vercel",
      "category": "App building",
      "description": "Generates React interfaces and full apps from prompts; updates seen on Product Hunt.",
      "url": "https://v0.app/",
      "pricingUrl": "https://v0.app/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Business is $100 per user a month. The Plus price was displayed ambiguously, so it is not stated here.",
      "startingPrice": null,
      "currency": null,
      "billing": "monthly",
      "freePlan": "$0 a month with a limit of 7 messages a day.",
      "features": [
        "UI generation",
        "Design systems",
        "Deploy to Vercel"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Front-end developers and designers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://v0.app/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://v0.app/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "valuein",
      "name": "Valuein",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Point-in-time, survivorship-SEC EDGAR fundamentals + smart-money signals for AI agents.",
      "url": "https://valuein.biz/",
      "pricingUrl": "https://valuein.biz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Point-in-time, survivorship-SEC EDGAR fundamentals + smart-money",
        "Market & company data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (biz.valuein/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://valuein.biz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=biz.valuein/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vanna",
      "name": "Vanna",
      "vendor": "Vanna AI",
      "category": "Text to SQL",
      "description": "Open-source framework for building data agents that turn questions into SQL, with user-scoped access.",
      "url": "https://vanna.ai/",
      "pricingUrl": "https://vanna.ai/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Questions to SQL",
        "User-scoped execution",
        "Self hosting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "database-sql"
      ],
      "sectors": [
        "technology-software",
        "finance-insurance"
      ],
      "bestFor": "Teams building internal data agents.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://vanna.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "vanta",
      "name": "Vanta",
      "vendor": "Vanta",
      "category": "Compliance automation",
      "description": "Automates security and compliance evidence for frameworks such as SOC 2 and ISO 27001.",
      "url": "https://www.vanta.com/",
      "pricingUrl": "https://www.vanta.com/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Evidence collection",
        "Framework mapping",
        "Questionnaire answers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance",
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Startups pursuing compliance certifications.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.vanta.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.vanta.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "vanthal",
      "name": "Vanthal",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Sales, cash, stock, restocking, collections, appointments and tasks of a business in Vanthal.",
      "url": "https://vanthal.com/",
      "pricingUrl": "https://vanthal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales, cash, stock, restocking, collections, appointments and tasks of",
        "E-commerce operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "finance-accounting"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vanthal/vanthal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vanthal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vanthal/vanthal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "variafy",
      "name": "Variafy",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Ad results, CRM revenue and account alerts for AI assistants. Meta changes are previewed first.",
      "url": "https://www.variafy.com/",
      "pricingUrl": "https://www.variafy.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ad results",
        "CRM revenue",
        "Account alerts for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.variafy/variafy). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.variafy.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.variafy/variafy",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "variotype",
      "name": "Variotype",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Read your Variotype designs (code, screenshots, design.md) and start new builds.",
      "url": "https://variotype.com/",
      "pricingUrl": "https://variotype.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design & visuals",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.variotype/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://variotype.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.variotype/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "varly",
      "name": "Varly",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "EU-hosted CRO: heatmaps, recordings, surveys and A/B tests. Research and prepare tests from AI.",
      "url": "https://varly.ai/",
      "pricingUrl": "https://varly.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Heatmaps",
        "Recordings",
        "Surveys",
        "A/B tests"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.varly/varly). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://varly.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.varly/varly",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vc-boom",
      "name": "VC Boom",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Fundraising for startups: deck scoring, investor matching and search, outreach drafts, CRM.",
      "url": "https://www.vcboom.com/",
      "pricingUrl": "https://www.vcboom.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deck scoring",
        "Investor matching",
        "Search",
        "Outreach drafts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vcboom/fundraising). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.vcboom.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vcboom/fundraising",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vecsnap-image-to-svg",
      "name": "VecSnap Image to SVG",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Convert images to clean SVG with few anchor points, plus centerline single lines.",
      "url": "https://vecsnap.com/",
      "pricingUrl": "https://vecsnap.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design & visuals",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vecsnap/image-to-svg). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vecsnap.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vecsnap/image-to-svg",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vedeo",
      "name": "VEDEO",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Make short narrated videos from a prompt or a script: estimate the cost, create, track and download.",
      "url": "https://vedeo.org/",
      "pricingUrl": "https://vedeo.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Estimate the cost",
        "Create",
        "Track",
        "Download"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.vedeo/vedeo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vedeo.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.vedeo/vedeo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vedutum",
      "name": "VEDUTUM",
      "vendor": "Not verified",
      "category": "Architecture & BIM",
      "description": "Floor plan to measured 3D model: rooms and areas, furnishing, roof, solar, site and share links.",
      "url": "https://www.vedutum.com/",
      "pricingUrl": "https://www.vedutum.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Rooms",
        "Areas",
        "Furnishing",
        "Roof"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "architecture-bim"
      ],
      "sectors": [
        "architecture-urban-planning"
      ],
      "bestFor": "Architects and construction teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vedutum/vedutum). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.vedutum.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vedutum/vedutum",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "veeva-vault",
      "name": "Veeva Vault",
      "vendor": "Veeva Systems",
      "category": "Life-science content & regulatory",
      "description": "Cloud platform for regulated clinical, quality, regulatory and commercial content in life sciences.",
      "url": "https://www.veeva.com/products/vault-platform/",
      "pricingUrl": "https://www.veeva.com/products/vault-platform/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Regulated document management",
        "Quality workflows",
        "Clinical operations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "clinical-trials",
        "regulatory-affairs"
      ],
      "sectors": [
        "pharma-biotech",
        "medical-devices-diagnostics"
      ],
      "bestFor": "Life-science quality, regulatory and clinical operations teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.veeva.com/products/vault-platform/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "veezco",
      "name": "Veezco",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find local businesses to sell to, with contacts, website checks and an opening line for the call.",
      "url": "https://www.veezco.com/",
      "pricingUrl": "https://www.veezco.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Find local businesses to sell to",
        "Contacts",
        "Website checks",
        "An opening line for the call"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.veezco/veezco). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.veezco.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.veezco/veezco",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "verdacert",
      "name": "Verdacert",
      "vendor": "Not verified",
      "category": "Translation",
      "description": "Certified translations for USCIS, courts and universities: quote, order, track and verify them.",
      "url": "https://www.verdacert.com/",
      "pricingUrl": "https://www.verdacert.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Quote",
        "Order",
        "Track",
        "Verify them"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "translate-localize"
      ],
      "sectors": [
        "translation-language-services"
      ],
      "bestFor": "Teams translating content.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.verdacert/verdacert). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.verdacert.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.verdacert/verdacert",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vergabeweiser",
      "name": "Vergabeweiser",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "German public tenders and contract awards: search, deadlines, winners, market figures. Open data.",
      "url": "https://vergabeweiser.de/",
      "pricingUrl": "https://vergabeweiser.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Deadlines",
        "Winners",
        "Market figures"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.vergabeweiser/tenders). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vergabeweiser.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.vergabeweiser/tenders",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "vericto-account",
      "name": "Vericto account",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Your Vericto workspace over OAuth: setup status, rules, CI reports, docs search and SQL checks.",
      "url": "https://vericto.com/",
      "pricingUrl": "https://vericto.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Setup status",
        "Rules",
        "CI reports",
        "Docs search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vericto/account). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vericto.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vericto/account",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "verificate",
      "name": "Verificate",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Merge gate for AI-written code: deterministic vetoes plus a Claude Haiku 5.5 review. No signup.",
      "url": "https://verificate.ai/",
      "pricingUrl": "https://verificate.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.verificate/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://verificate.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.verificate/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "verified-handles",
      "name": "Verified Handles",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Look up people, organisations and things, and their official social media accounts and identifiers.",
      "url": "https://verifiedhandles.org/",
      "pricingUrl": "https://verifiedhandles.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Look up people",
        "Organisations",
        "Things",
        "And their official social media accounts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.verifiedhandles/verified-handles). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://verifiedhandles.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.verifiedhandles/verified-handles",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "verifygrid",
      "name": "VerifyGrid",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "Sub-50ms verification for FMCSA USDOT/MC, CMS NPI, OFAC/OIG/SAM sanctions, and TCPA phone risk.",
      "url": "https://verifygrid.io/",
      "pricingUrl": "https://verifygrid.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sub-50ms verification for FMCSA USDOT/MC",
        "CMS NPI",
        "OFAC/OIG/SAM sanctions",
        "And TCPA phone risk"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.verifygrid/b2b-compliance-verifier). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://verifygrid.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.verifygrid/b2b-compliance-verifier",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "verli",
      "name": "Verli",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Search and read your saved Verli transcripts, translations, and AI summaries. OAuth, read-only.",
      "url": "https://verli.app/",
      "pricingUrl": "https://verli.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search and read your saved Verli transcripts, translations, and AI",
        "Transcription & meetings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.verli/verli). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://verli.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.verli/verli",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vertical-ai",
      "name": "Vertical AI",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Build, test and run voice and text agents for Australian contact centres.",
      "url": "https://verticalai.com.au/",
      "pricingUrl": "https://verticalai.com.au/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build, test and run voice and text agents for Australian contact centres",
        "Customer support"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (au.com.verticalai/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://verticalai.com.au/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=au.com.verticalai/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vetr-proposal",
      "name": "VETR Proposal",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Federal opportunity, grant and award lookups, VETR scores and proposal drafting.",
      "url": "https://vetrproposal.com/",
      "pricingUrl": "https://vetrproposal.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Federal opportunity",
        "Grant",
        "Award lookups",
        "VETR scores"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vetrproposal/vetr-proposal). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vetrproposal.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vetrproposal/vetr-proposal",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vi-engine",
      "name": "VI Engine",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Social media workspaces for brands: drafts, scheduling, analytics and comments.",
      "url": "https://viengine.social/",
      "pricingUrl": "https://viengine.social/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Drafts",
        "Scheduling",
        "Analytics",
        "Comments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (social.viengine/vi-engine). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://viengine.social/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=social.viengine/vi-engine",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "viasocket",
      "name": "viaSocket",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build and run automations across 2,300+ apps and build app integrations from any MCP client.",
      "url": "https://viasocket.com/",
      "pricingUrl": "https://viasocket.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and run automations across 2,300+ apps and build app integrations",
        "Workflow automation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.viasocket/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://viasocket.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.viasocket/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vibe-cfo",
      "name": "Vibe CFO",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Read-only access to a firm's client financials in Vibe CFO: certified figures, EVA answers, reports.",
      "url": "https://vibecfo.ai/",
      "pricingUrl": "https://vibecfo.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Certified figures",
        "EVA answers",
        "Reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (au.vibecfo/vibecfo). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vibecfo.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=au.vibecfo/vibecfo",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vibe-manufacturing",
      "name": "Vibe Manufacturing",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Describe a hardware product, get a sourcing plan per part, matched manufacturers and quote requests.",
      "url": "https://vibe-manufacturing.com/",
      "pricingUrl": "https://vibe-manufacturing.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Describe a hardware product",
        "Get a sourcing plan per part",
        "Matched manufacturers",
        "Quote requests"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vibe-manufacturing/manufacturer-finder). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vibe-manufacturing.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vibe-manufacturing/manufacturer-finder",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "vibeadmin",
      "name": "VibeAdmin",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Admin for your app from your AI agent: users, stats, segments, feature flags and email.",
      "url": "https://www.easy-admin.solutions/",
      "pricingUrl": "https://www.easy-admin.solutions/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Users",
        "Stats",
        "Segments",
        "Feature flags"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (solutions.easy-admin/vibeadmin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.easy-admin.solutions/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=solutions.easy-admin/vibeadmin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vibecms",
      "name": "vibecms",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "A blog CMS that AI agents write into over MCP: Markdown drafts, versions, media, human approval.",
      "url": "https://vibecms.dev/",
      "pricingUrl": "https://vibecms.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Markdown drafts",
        "Versions",
        "Media",
        "Human approval"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.vibecms/vibecms). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vibecms.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.vibecms/vibecms",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vibeconferencing",
      "name": "Vibeconferencing",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "AI teammate that joins your Google Meet as a participant, listens, talks back and draws on a shared whiteboard.",
      "url": "https://vibeconferencing.com/",
      "pricingUrl": "https://vibeconferencing.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Joins Google Meet",
        "Spoken replies",
        "Shared whiteboard"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams that meet over video.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Product Hunt — AI code feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vibeconferencing.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.producthunt.com/products/vibeconferencing",
          "label": "Product Hunt — AI code",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vibepost",
      "name": "VIBEPOST",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Write, schedule and publish social posts to X, LinkedIn, Threads, TikTok and more, in any language.",
      "url": "https://vibepost.cc/",
      "pricingUrl": "https://vibepost.cc/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Write, schedule and publish social posts to X, LinkedIn, Threads",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cc.vibepost/vibepost). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vibepost.cc/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cc.vibepost/vibepost",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vic-ai",
      "name": "Vic.ai",
      "vendor": "Vic.ai",
      "category": "Accounts payable",
      "description": "Autonomous accounting AI for invoice processing and approvals.",
      "url": "https://www.vic.ai/",
      "pricingUrl": "https://www.vic.ai/request-demo",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Invoice coding",
        "Approval flows",
        "Analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance teams with high AP volumes.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.vic.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "videodataapi",
      "name": "VideoDataAPI",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Real-time video transcripts, RAG captions, metadata, search & comments MCP. OAuth or API key.",
      "url": "https://videodataapi.com/",
      "pricingUrl": "https://videodataapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time video transcripts",
        "RAG captions",
        "Metadata",
        "Search & comments MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "data-pipelines"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.videodataapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://videodataapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.videodataapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vidiq",
      "name": "vidIQ",
      "vendor": "vidIQ",
      "category": "YouTube growth",
      "description": "YouTube research and AI idea tools for growing a channel.",
      "url": "https://vidiq.com/",
      "pricingUrl": "https://vidiq.com/plans/",
      "pricingModel": "Free + paid",
      "pricingSummary": "US list prices: Boost is $19 a month or $199 a year, and Max is $49 or $468. Local pricing may vary.",
      "startingPrice": 19,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "A $0 plan with core tools.",
      "features": [
        "Keyword research",
        "Video ideas",
        "Channel analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "YouTube creators.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://vidiq.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://vidiq.com/plans/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "vidskim",
      "name": "Vidskim",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Let AI assistants read YouTube: transcripts with clickable timestamps, chapters, search, channels.",
      "url": "https://vidskim.com/",
      "pricingUrl": "https://vidskim.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcripts with clickable timestamps",
        "Chapters",
        "Search",
        "Channels"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vidskim/youtube). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vidskim.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vidskim/youtube",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vincent-ai",
      "name": "Vincent AI",
      "vendor": "Clio (vLex)",
      "category": "Legal research",
      "description": "AI legal research assistant across multiple jurisdictions.",
      "url": "https://vlex.com/vincent-ai",
      "pricingUrl": "https://vlex.com/vincent-ai",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Multi-jurisdiction research",
        "Document analysis",
        "Cited answers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "legal-research"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Firms working across jurisdictions.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://vlex.com/vincent-ai",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "viralance",
      "name": "Viralance",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Generate and edit AI videos and images, get trend reports, hooks and captions on Viralance.",
      "url": "https://viralance.com/",
      "pricingUrl": "https://viralance.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate and edit AI videos and images, get trend reports, hooks",
        "Video & audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "create-visuals"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.viralance/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://viralance.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.viralance/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vironix-ai",
      "name": "Vironix AI",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Scores your videos, shows what to fix with timestamps, and helps you script and schedule the next post.",
      "url": "https://vironixai.ca/",
      "pricingUrl": "https://vironixai.ca/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Video scoring",
        "Timestamped feedback",
        "Script help",
        "Post scheduling"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vironixai.ca/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/vironix-ai",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "visa-developer-center",
      "name": "Visa Developer Center",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Search Visa Developer docs and retrieve OpenAPI specs for Visa product APIs to build integrations.",
      "url": "https://developer.visa.com/",
      "pricingUrl": "https://developer.visa.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "finance-insurance"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.visa.developer/vdp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://developer.visa.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.visa.developer/vdp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "visioforge-sdk-assistant",
      "name": "VisioForge SDK Assistant",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "VisioForge .NET SDK assistant: API reference, code examples and deployment guides.",
      "url": "https://www.visioforge.com/",
      "pricingUrl": "https://www.visioforge.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "API reference",
        "Code examples",
        "Deployment guides"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.visioforge/sdk-docs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.visioforge.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.visioforge/sdk-docs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "visual-sentinel",
      "name": "Visual Sentinel",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Website monitoring for AI assistants: catches pages that look broken even when the site is up.",
      "url": "https://visualsentinel.com/",
      "pricingUrl": "https://visualsentinel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Developer tools",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.visualsentinel/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://visualsentinel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.visualsentinel/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vivadialog",
      "name": "VivaDialog",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Read and work a VivaDialog social inbox: reply to customers, tag, manage contacts and automations.",
      "url": "https://vivadialog.com/",
      "pricingUrl": "https://vivadialog.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reply to customers",
        "Tag",
        "Manage contacts",
        "Automations"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vivadialog/vivadialog). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vivadialog.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vivadialog/vivadialog",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vividly",
      "name": "Vividly",
      "vendor": "Vividly",
      "category": "Trade promotion",
      "description": "Trade promotion and deduction management for consumer brands.",
      "url": "https://www.govividly.com/",
      "pricingUrl": "https://www.govividly.com/leading-brands-choose-vividly",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Trade spend planning",
        "Deductions",
        "Promotion analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "finance-accounting"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "food-beverage-production"
      ],
      "bestFor": "Emerging consumer brands' sales and finance teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.govividly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "viz-ai",
      "name": "Viz.ai",
      "vendor": "Viz.ai",
      "category": "Medical imaging",
      "description": "Care-coordination platform using imaging AI to detect conditions and alert care teams.",
      "url": "https://www.viz.ai/",
      "pricingUrl": "https://www.viz.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Imaging alerts",
        "Care team coordination",
        "Trial enablement"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "medical-imaging"
      ],
      "sectors": [
        "healthcare-social-care",
        "medical-devices-diagnostics"
      ],
      "bestFor": "Stroke and specialist care teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.viz.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "vmotif",
      "name": "Vmotif",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Design canvas for AI assets: generate images, video, code and screens, and edit canvases.",
      "url": "https://vmotif.com/",
      "pricingUrl": "https://vmotif.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate images",
        "Video",
        "Code",
        "Screens"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "create-video-audio"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vmotif/vmotif). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vmotif.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vmotif/vmotif",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "voicelabs",
      "name": "VoiceLabs",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "AI voice generation: text-to-speech and voice cloning from any MCP client.",
      "url": "https://voicelabs.now/",
      "pricingUrl": "https://voicelabs.now/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Text-to-speech",
        "Voice cloning from any MCP client"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (now.voicelabs/voicelabs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://voicelabs.now/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=now.voicelabs/voicelabs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "voicemoat",
      "name": "VoiceMoat",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "The personal brand OS for LinkedIn and Twitter: check, improve, schedule and publish posts.",
      "url": "https://voicemoat.com/",
      "pricingUrl": "https://voicemoat.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Check",
        "Improve",
        "Schedule",
        "Publish posts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.voicemoat/voicemoat). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://voicemoat.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.voicemoat/voicemoat",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "voyant-tools",
      "name": "Voyant Tools",
      "vendor": "Voyant",
      "category": "Text analysis",
      "description": "Open web environment for reading and analysing digital texts.",
      "url": "https://voyant-tools.org/",
      "pricingUrl": "https://voyant-tools.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Corpus analysis",
        "Word trends",
        "Web-based"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "humanities-archives",
        "qualitative-analysis"
      ],
      "sectors": [
        "social-sciences-humanities",
        "universities-academic-research"
      ],
      "bestFor": "Digital humanities scholars.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://voyant-tools.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "vruum",
      "name": "Vruum",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Vruum AI revenue platform outbound, deals, pipeline & CRM automation over one MCP.",
      "url": "https://vruum.ai/",
      "pricingUrl": "https://vruum.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Vruum AI revenue platform outbound",
        "Deals",
        "Pipeline & CRM automation over one MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.vruum/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vruum.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.vruum/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "vulntel",
      "name": "vulntel",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Hosted CVE intel for bug-bounty agents: CVE fact-check, attack approaches from H1 reports.",
      "url": "https://vulntel.com/",
      "pricingUrl": "https://vulntel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "CVE fact-check",
        "Attack approaches from H1 reports"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.vulntel/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vulntel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.vulntel/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "vyapar",
      "name": "Vyapar",
      "vendor": "Vyapar",
      "category": "Trade accounting",
      "description": "Billing, inventory and accounting app for small traders and shops.",
      "url": "https://vyaparapp.in/",
      "pricingUrl": "https://vyaparapp.in/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "GST billing",
        "Stock tracking",
        "Payment reminders"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "finance-accounting"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Small wholesalers and retailers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://vyaparapp.in/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "vysion",
      "name": "Vysion",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Darknet threat intelligence for AI assistants: leaks, documents, chat, ransomware.",
      "url": "https://vysion.ai/",
      "pricingUrl": "https://vysion.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Leaks",
        "Documents",
        "Chat",
        "Ransomware"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.vysion/vysion). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://vysion.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.vysion/vysion",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wabi",
      "name": "Wabi",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "WhatsApp Business on Meta's Cloud API: team inbox, templates, AI support agents and analytics.",
      "url": "https://getwabi.dev/",
      "pricingUrl": "https://getwabi.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Team inbox",
        "Templates",
        "AI support agents",
        "Analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.getwabi/wabi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://getwabi.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.getwabi/wabi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wafeq-connector",
      "name": "Wafeq Connector",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Turn chat invoices into drafts in Wafeq accounting. 17 tools, OAuth sign-in, human approval.",
      "url": "https://awsel.app/",
      "pricingUrl": "https://awsel.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Accounting & finance",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.awsel/wafeq). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://awsel.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.awsel/wafeq",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "wai",
      "name": "Wai",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Engineering intelligence: site layouts, energy, calculators, official data and company checks.",
      "url": "https://wht-ai.com/",
      "pricingUrl": "https://wht-ai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Site layouts",
        "Energy",
        "Calculators",
        "Official data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "construction-engineering"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wht-ai/wai). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wht-ai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wht-ai/wai",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wallible",
      "name": "Wallible",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Your Wallible portfolios, holdings and backtests, plus ETF, share and bond search and simulations.",
      "url": "https://www.wallible.com/",
      "pricingUrl": "https://www.wallible.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Your Wallible portfolios",
        "Holdings",
        "Backtests",
        "ETF"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wallible/core). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.wallible.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wallible/core",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wandcase-creator",
      "name": "Wandcase Creator",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Make on-brand social videos and designs: Reels, stories, carousels and posts in your brand kit.",
      "url": "https://wandcase.com/",
      "pricingUrl": "https://wandcase.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reels",
        "Stories",
        "Carousels",
        "Posts in your brand kit"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wandcase/creator). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wandcase.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wandcase/creator",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wandy3d",
      "name": "Wandy3D",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Turn a photo, drawing or text description into a textured 3D model (GLB, FBX, OBJ, USDZ, STL).",
      "url": "https://wandy3d.com/",
      "pricingUrl": "https://wandy3d.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Design & visuals",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals"
      ],
      "sectors": [
        "game-development"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wandy3d/wandy3d). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wandy3d.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wandy3d/wandy3d",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "warminboxes-free",
      "name": "WarmInboxes Free",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Read-only deliverability + strategy: cold email checks, list tools, inbox planning, research.",
      "url": "https://warminboxes.com/",
      "pricingUrl": "https://warminboxes.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cold email checks",
        "List tools",
        "Inbox planning",
        "Research"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.warminboxes/deliverability-tools). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://warminboxes.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.warminboxes/deliverability-tools",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "warplink",
      "name": "WarpLink",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Link infrastructure for developers and AI agents: deep links, attribution, real-time analytics.",
      "url": "https://warplink.app/",
      "pricingUrl": "https://warplink.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deep links",
        "Attribution",
        "Real-time analytics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.warplink/warplink). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://warplink.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.warplink/warplink",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "watershed",
      "name": "Watershed",
      "vendor": "Watershed",
      "category": "Carbon accounting",
      "description": "Enterprise platform to measure, report and reduce emissions.",
      "url": "https://watershed.com/",
      "pricingUrl": "https://watershed.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Emissions measurement",
        "Audit-ready reporting",
        "Reduction planning"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "climate-sustainability"
      ],
      "sectors": [
        "energy-utilities",
        "earth-climate-geospatial",
        "manufacturing"
      ],
      "bestFor": "Corporate climate leads.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://watershed.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "watheeqahr",
      "name": "WatheeqaHR",
      "vendor": "Not verified",
      "category": "Recruiting & jobs",
      "description": "Analyze biometric attendance exports (ZKTeco, Hikvision...): lateness, absence, missing punches.",
      "url": "https://watheeqahr.com/",
      "pricingUrl": "https://watheeqahr.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Lateness",
        "Absence",
        "Missing punches"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "recruit-talent"
      ],
      "sectors": [
        "hr-business-support"
      ],
      "bestFor": "Recruiters and job seekers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.watheeqahr/attendance-analyzer). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://watheeqahr.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.watheeqahr/attendance-analyzer",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wave",
      "name": "Wave",
      "vendor": "Wave",
      "category": "Accounting",
      "description": "Invoicing and bookkeeping for very small businesses.",
      "url": "https://www.waveapps.com/",
      "pricingUrl": "https://www.waveapps.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Pro is $19 a month. A first-3-months discount was advertised. Card fees apply on all plans.",
      "startingPrice": 19,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "Starter is $0, with card fees on online payments.",
      "features": [
        "Invoicing",
        "Bookkeeping",
        "Receipts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "run-freelance-business",
        "finance-accounting"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Sole traders.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.waveapps.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.waveapps.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "wavegrain",
      "name": "Wavegrain",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Make, edit, schedule and export TikTok slideshows and Instagram carousels in your Wavegrain account.",
      "url": "https://wavegrain.com/",
      "pricingUrl": "https://wavegrain.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Make, edit, schedule and export TikTok slideshows and Instagram",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wavegrain/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wavegrain.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wavegrain/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wavelength",
      "name": "Wavelength",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Turn calls and notes into process flow diagrams in Claude, ChatGPT, VS Code, Cursor, and Teams.",
      "url": "https://wavelengthflow.com/",
      "pricingUrl": "https://wavelengthflow.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Turn calls",
        "Notes into process flow diagrams in Claude",
        "ChatGPT",
        "VS Code"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering",
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wavelengthflow/wavelength). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wavelengthflow.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wavelengthflow/wavelength",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wavespeed",
      "name": "WaveSpeed",
      "vendor": "Not verified",
      "category": "Design & visuals",
      "description": "Run any model on the live WaveSpeed catalog: image, video, audio, 3D.",
      "url": "https://wavespeed.ai/",
      "pricingUrl": "https://wavespeed.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Image",
        "Video",
        "Audio"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-visuals",
        "create-video-audio"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Designers and teams making visuals.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.wavespeed/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wavespeed.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.wavespeed/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wbx-sandbox",
      "name": "WBX Sandbox",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Firecracker microVM sandboxes for AI agents: run code, jobs and batches with per-job cost caps.",
      "url": "https://sandbox.wbx.cz/",
      "pricingUrl": "https://sandbox.wbx.cz/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Run code",
        "Jobs",
        "Batches with per-job cost caps"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cz.wbx/sandbox). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://sandbox.wbx.cz/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cz.wbx/sandbox",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "weappi",
      "name": "Weappi",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Run your WhatsApp, Instagram and website chatbot: flows, inbox, knowledge base, bookings and CRM.",
      "url": "https://weappi.com/",
      "pricingUrl": "https://weappi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Flows",
        "Inbox",
        "Knowledge base",
        "Bookings"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.weappi/weappi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://weappi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.weappi/weappi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "weaviate",
      "name": "Weaviate",
      "vendor": "Weaviate",
      "category": "Vector database",
      "description": "Open-source vector database with hybrid search.",
      "url": "https://weaviate.io/",
      "pricingUrl": "https://weaviate.io/pricing",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Vector search",
        "Hybrid search",
        "Self hosting"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "vector-search"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Developers building semantic search.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://weaviate.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "web-of-science-research-assistant",
      "name": "Web of Science Research Assistant",
      "vendor": "Clarivate",
      "category": "Literature search",
      "description": "Conversational assistant for finding and understanding research in Web of Science.",
      "url": "https://clarivate.com/academia-government/scientific-and-academic-research/research-discovery-and-referencing/web-of-science/web-of-science-research-assistant/",
      "pricingUrl": "https://clarivate.com/academia-government/scientific-and-academic-research/research-discovery-and-referencing/web-of-science/web-of-science-research-assistant/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Natural-language search",
        "Guided review tasks",
        "Indexed sources"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Researchers at subscribing institutions.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://clarivate.com/academia-government/scientific-and-academic-research/research-discovery-and-referencing/web-of-science/web-of-science-research-assistant/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "webaiseo",
      "name": "WebAISEO",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Check: can AI search engines find, read and trust your web page? Fixes listed per page.",
      "url": "https://truetest.uk/",
      "pricingUrl": "https://truetest.uk/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Can AI search engines find",
        "Read",
        "Trust your web page?"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (uk.truetest/ai-search). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://truetest.uk/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=uk.truetest/ai-search",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "webanto",
      "name": "Webanto",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Store catalog, AI product copy proposals, Search Console opportunities and org knowledge.",
      "url": "https://webanto.com/",
      "pricingUrl": "https://webanto.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Store catalog",
        "AI product copy proposals",
        "Search Console opportunities",
        "Org knowledge"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations",
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.webanto/webanto). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://webanto.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.webanto/webanto",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "webarm24",
      "name": "WebArm24",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "AI automation platform (n8n/Zapier alternative): build, schedule and run workflows from your agent.",
      "url": "https://webarm24.online/",
      "pricingUrl": "https://webarm24.online/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build",
        "Schedule",
        "Run workflows from your agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (online.webarm24/webarm24). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://webarm24.online/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=online.webarm24/webarm24",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "webcrawlerapi",
      "name": "WebCrawlerAPI",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Turn any web page into clean Markdown for your AI assistant. OAuth sign-in, no API key.",
      "url": "https://webcrawlerapi.com/",
      "pricingUrl": "https://webcrawlerapi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data extraction",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.webcrawlerapi/mcp-server). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://webcrawlerapi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.webcrawlerapi/mcp-server",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "webextract",
      "name": "WebExtract",
      "vendor": "Not verified",
      "category": "Data extraction",
      "description": "Web page to structured JSON: product, tables, metadata.",
      "url": "https://webextract.dev/",
      "pricingUrl": "https://webextract.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Product",
        "Tables",
        "Metadata"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "data-pipelines"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams collecting web and document data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.webextract/extract). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://webextract.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.webextract/extract",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "weights-biases",
      "name": "Weights & Biases",
      "vendor": "CoreWeave",
      "category": "ML experimentation",
      "description": "Experiment tracking and evaluation for machine learning and LLM applications.",
      "url": "https://forge.coreweave.com/wandb",
      "pricingUrl": "https://forge.coreweave.com/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Experiment tracking",
        "Model registry",
        "LLM evaluation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "ml-development"
      ],
      "sectors": [
        "technology-software",
        "science-research"
      ],
      "bestFor": "ML engineers and researchers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://forge.coreweave.com/wandb",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "welder",
      "name": "Welder",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Validate, schedule and publish posts to TikTok, Instagram, Facebook, YouTube, Threads, Bluesky, X.",
      "url": "https://weldergtm.com/",
      "pricingUrl": "https://weldergtm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Validate, schedule and publish posts to TikTok, Instagram, Facebook",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.weldergtm/welder). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://weldergtm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.weldergtm/welder",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "west-kite",
      "name": "West Kite",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "US commercial property owners, sales and loans. Unlimited ownership research.",
      "url": "https://westkite.com/",
      "pricingUrl": "https://westkite.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "US commercial property owners",
        "Sales",
        "Loans"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.westkite/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://westkite.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.westkite/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "whalesync",
      "name": "Whalesync",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Build and manage Whalesync syncs: connect apps, map tables and fields, monitor and fix issues.",
      "url": "https://www.whalesync.com/",
      "pricingUrl": "https://www.whalesync.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Connect apps",
        "Map tables",
        "Fields",
        "Monitor"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.whalesync/whalesync). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.whalesync.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.whalesync/whalesync",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "whatsable",
      "name": "WhatsAble",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Send WhatsApp messages and templates, manage chats, contacts, broadcasts and AI agents.",
      "url": "https://whatsable.app/",
      "pricingUrl": "https://whatsable.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Send WhatsApp messages",
        "Templates",
        "Manage chats",
        "Contacts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.whatsable/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://whatsable.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.whatsable/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "whatsmcp",
      "name": "whatsmcp",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "WhatsApp for AI agents your own number or the official Cloud API: messages, media, templates.",
      "url": "https://whatsmcp.com/",
      "pricingUrl": "https://whatsmcp.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Messages",
        "Media",
        "Templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.whatsmcp/whatsmcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://whatsmcp.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.whatsmcp/whatsmcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "whereamimentioned",
      "name": "whereamimentioned",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Measure whether AI assistants mention your brand. Reports, model answers, scans, site tools.",
      "url": "https://whereamimentioned.com/",
      "pricingUrl": "https://whereamimentioned.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.whereamimentioned/whereamimentioned). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://whereamimentioned.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.whereamimentioned/whereamimentioned",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "which-sensor",
      "name": "Which Sensor",
      "vendor": "Not verified",
      "category": "Wholesale & distribution",
      "description": "Search industrial sensors: specs, list and customer prices, datasheets, alternatives, quotes. Login.",
      "url": "https://www.whichsensor.com/",
      "pricingUrl": "https://www.whichsensor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Specs",
        "List",
        "Customer prices",
        "Datasheets"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Distributors and wholesalers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.whichsensor/products). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.whichsensor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.whichsensor/products",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "while",
      "name": "while",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "French PaaS built for AI agents: deploy apps, PostgreSQL, caches, S3 and jobs over MCP.",
      "url": "https://while.sh/",
      "pricingUrl": "https://while.sh/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Deploy apps",
        "PostgreSQL",
        "Caches",
        "Jobs over MCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (sh.while/while). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://while.sh/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=sh.while/while",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "whimbrel",
      "name": "Whimbrel",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Save hours of research on US medical device companies, ranked for your firm, with sources.",
      "url": "https://whimbrelresearch.com/",
      "pricingUrl": "https://whimbrelresearch.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Ranked for your firm",
        "Sources"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "medical-devices-diagnostics"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.whimbrelresearch/whimbrel-research). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://whimbrelresearch.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.whimbrelresearch/whimbrel-research",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "whisper",
      "name": "Whisper",
      "vendor": "OpenAI",
      "category": "Speech recognition",
      "description": "Open-source speech recognition model for transcription in many languages.",
      "url": "https://github.com/openai/whisper",
      "pricingUrl": "https://github.com/openai/whisper",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Multi-language transcription",
        "Local use",
        "Model sizes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings",
        "translate-localize"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers and developers transcribing audio.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://github.com/openai/whisper",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "whispifys",
      "name": "Whispifys",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Your Microsoft Teams call transcripts, with real speaker names: search, read, ask.",
      "url": "https://www.whispifys.com/",
      "pricingUrl": "https://www.whispifys.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search",
        "Read",
        "Ask"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.whispifys/whispifys). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.whispifys.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.whispifys/whispifys",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wholesale-heaven",
      "name": "Wholesale Heaven",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "AI real estate assistant: listings, tour scheduling, lead nurturing, market analysis, and CMA report.",
      "url": "https://aipropertypro.org/",
      "pricingUrl": "https://aipropertypro.org/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Listings",
        "Tour scheduling",
        "Lead nurturing",
        "Market analysis"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (org.aipropertypro/aipropertypro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://aipropertypro.org/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=org.aipropertypro/aipropertypro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wholetally",
      "name": "Wholetally",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Cookieless analytics for agents: visitors, pages, sources, AI crawlers, funnels and revenue.",
      "url": "https://wholetally.com/",
      "pricingUrl": "https://wholetally.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Visitors",
        "Pages",
        "Sources",
        "AI crawlers"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wholetally/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wholetally.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wholetally/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "whyvault",
      "name": "WhyVault",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Shared Markdown memory that every AI assistant can read and write. Hosted in the EU.",
      "url": "https://whyvault.io/",
      "pricingUrl": "https://whyvault.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Knowledge & memory",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.whyvault/vault). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://whyvault.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.whyvault/vault",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wibookai",
      "name": "WIbookAI",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Business manager for wedding venues and vendors: leads, events, tasks, payments and contracts.",
      "url": "https://wibookai.com/",
      "pricingUrl": "https://wibookai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Leads",
        "Events",
        "Tasks",
        "Payments"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "hospitality-tourism"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wibookai/business). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wibookai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wibookai/business",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "willder",
      "name": "Willder",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "One memory for your AI agents: scoped, expiring, revocable per-agent tokens and an audit log.",
      "url": "https://willder.ai/",
      "pricingUrl": "https://willder.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Scoped",
        "Expiring",
        "Revocable per-agent tokens",
        "An audit log"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI agents.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.willder/willder). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://willder.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.willder/willder",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wisco-labs",
      "name": "Wisco Labs",
      "vendor": "Not verified",
      "category": "Security",
      "description": "Check PyPI and npm upgrades: known vulnerabilities, the safe version, and what each upgrade breaks.",
      "url": "https://wiscolabs.dev/",
      "pricingUrl": "https://wiscolabs.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Known vulnerabilities",
        "The safe version",
        "And what each upgrade breaks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Security and IT teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.wiscolabs/developer-tools). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wiscolabs.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.wiscolabs/developer-tools",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "wisemation",
      "name": "Wisemation",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Finds companies and people to write to, checks they fit, saves the emails your agent writes.",
      "url": "https://wisemation.com/",
      "pricingUrl": "https://wisemation.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Finds companies",
        "People to write to",
        "Checks they fit",
        "Saves the emails your agent writes"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wisemation/wisemation). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wisemation.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wisemation/wisemation",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wiseppc",
      "name": "WisePPC",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Amazon Ads and Seller Central for your AI: listings, ads, profit, inventory and search terms.",
      "url": "https://wiseppc.com/",
      "pricingUrl": "https://wiseppc.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Listings",
        "Ads",
        "Profit",
        "Inventory"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience",
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wiseppc/wiseppc). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wiseppc.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wiseppc/wiseppc",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wisprs",
      "name": "Wisprs",
      "vendor": "Not verified",
      "category": "Transcription & meetings",
      "description": "Transcribe audio, video and YouTube links, then search, summarize and export your transcripts.",
      "url": "https://wisprs.co/",
      "pricingUrl": "https://wisprs.co/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Transcribe audio",
        "Video",
        "YouTube links",
        "Then search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "summarize-meetings"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "People working from recordings and meetings.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (co.wisprs/wisprs). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wisprs.co/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=co.wisprs/wisprs",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wixzel-voice",
      "name": "Wixzel Voice",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Lets Claude, Cursor or any MCP client build voice agents and place real phone calls.",
      "url": "https://voice.wixzel.com/",
      "pricingUrl": "https://voice.wixzel.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Lets Claude",
        "Cursor or any MCP client build voice agents",
        "Place real phone calls"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wixzel/voice). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://voice.wixzel.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wixzel/voice",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wiz",
      "name": "Wiz",
      "vendor": "Wiz",
      "category": "Cloud security",
      "description": "Cloud security platform that prioritises risk across cloud and AI workloads.",
      "url": "https://www.wiz.io/",
      "pricingUrl": "https://www.wiz.io/pricing",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cloud posture",
        "AI security",
        "Attack paths"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "cybersecurity"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Cloud security teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.wiz.io/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "wizmessage",
      "name": "WizMessage",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "WhatsApp Business inbox for AI agents: read chats, reply, send approved templates.",
      "url": "https://wizmessage.com/",
      "pricingUrl": "https://wizmessage.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read chats",
        "Reply",
        "Send approved templates"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach",
        "customer-support"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.wizmessage/whatsapp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wizmessage.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.wizmessage/whatsapp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wolfram-alpha",
      "name": "Wolfram Alpha",
      "vendor": "Wolfram",
      "category": "Computational knowledge",
      "description": "Computational answer engine for mathematics, statistics, science and data.",
      "url": "https://www.wolframalpha.com/",
      "pricingUrl": "https://www.wolframalpha.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Symbolic computation",
        "Step-by-step maths",
        "Curated data"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation",
        "statistics-modelling"
      ],
      "sectors": [
        "mathematics-statistics",
        "universities-academic-research",
        "science-research"
      ],
      "bestFor": "Students and professionals verifying calculations.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.wolframalpha.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "wolfram-mathematica",
      "name": "Wolfram Mathematica",
      "vendor": "Wolfram",
      "category": "Technical computing",
      "description": "Symbolic and numerical computing with a notebook assistant.",
      "url": "https://www.wolfram.com/mathematica/",
      "pricingUrl": "https://www.wolfram.com/mathematica/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Symbolic algebra",
        "Numerical computing",
        "Notebook Assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "math-computation",
        "statistics-modelling"
      ],
      "sectors": [
        "mathematics-statistics",
        "science-research",
        "universities-academic-research"
      ],
      "bestFor": "Mathematicians and scientists doing symbolic work.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.wolfram.com/mathematica/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "woodpecker",
      "name": "Woodpecker",
      "vendor": "Not verified",
      "category": "Risk & compliance",
      "description": "NYC building HPD registration status, open filing violations and Woodpecker's yearly price.",
      "url": "https://woodpecker.help/",
      "pricingUrl": "https://woodpecker.help/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "NYC building HPD registration status",
        "Open filing violations",
        "Woodpecker's yearly price"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "risk-compliance"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Risk and compliance teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (help.woodpecker/nyc-hpd). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://woodpecker.help/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=help.woodpecker/nyc-hpd",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "woolly",
      "name": "Woolly",
      "vendor": "Not verified",
      "category": "Knowledge & memory",
      "description": "Open-source local memory shared by Claude, Cursor and your own tools, stored as plain files on your laptop.",
      "url": "https://usewoolly.com/",
      "pricingUrl": "https://usewoolly.com/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Shared memory for AI tools",
        "Plain-file storage",
        "Runs locally"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "find-team-knowledge",
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Teams sharing knowledge with AI tools.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the Hacker News — Show HN AI feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://usewoolly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://usewoolly.com/",
          "label": "Hacker News — Show HN AI",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "woopsocial-social-media",
      "name": "WoopSocial Social Media",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Post to social media (Facebook, Instagram, LinkedIn, Pinterest, YouTube, TikTok, X/Twitter and more)",
      "url": "https://woopsocial.com/",
      "pricingUrl": "https://woopsocial.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.woopsocial/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://woopsocial.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.woopsocial/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "word-of-agent",
      "name": "Word of Agent",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Checks if search engines and AI assistants can find, read and recommend a site, and what to change.",
      "url": "https://wordofagent.app/",
      "pricingUrl": "https://wordofagent.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Checks if search engines",
        "AI assistants can find",
        "Read",
        "Recommend a site"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.wordofagent/wordofagent). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wordofagent.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.wordofagent/wordofagent",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "workast",
      "name": "Workast",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Organize work with your team and agents. Manage tasks, projects and documents.",
      "url": "https://www.workast.com/",
      "pricingUrl": "https://www.workast.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Organize work with your team",
        "Agents"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.workast.mcp/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.workast.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.workast.mcp/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "workday-illuminate",
      "name": "Workday Illuminate",
      "vendor": "Workday",
      "category": "HR and finance",
      "description": "Workday's AI capabilities support HR, finance, workforce decisions, and workflow automation using business data in the Workday platform.",
      "url": "https://www.workday.com/en-us/artificial-intelligence.html",
      "pricingUrl": "https://forms.workday.com/en-us/sales/sales-contact/form.html",
      "pricingModel": "Contact sales",
      "pricingSummary": "Workday introduced Flex Credits as subscription-based AI consumption with an initial allocation and optional additions. Exact contract pricing requires sales.",
      "startingPrice": null,
      "currency": null,
      "billing": "quote",
      "freePlan": "Unknown; no standalone free Illuminate plan verified.",
      "features": [
        "HR workflow assistance",
        "Finance agents",
        "Workforce insights",
        "Business process automation"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "recruit-talent",
        "finance-accounting",
        "automate-workflows",
        "analyze-data"
      ],
      "bestFor": "HR, finance, and business leaders in organizations evaluating Workday.",
      "limitations": [
        "Requires Workday platform and product entitlement evaluation.",
        "Agent availability and credit allowances depend on contract."
      ],
      "verificationNotes": "Current official AI page emphasizes Sana rather than Illuminate. Illuminate name and Flex Credits were verified in Workday's September 2025 announcement; confirm current packaging with sales.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.workday.com/en-us/artificial-intelligence.html",
          "label": "Workday Illuminate official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://forms.workday.com/en-us/sales/sales-contact/form.html",
          "label": "Workday Illuminate official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://investor.workday.com/news-and-events/press-releases/news-details/2025/Workday-Illuminate-Expands-with-New-AI-Agents-for-HR-Finance-and-Industry-09-16-2025/default.aspx",
          "label": "Workday Illuminate and Flex Credits announcement",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "workload-zero",
      "name": "workload.zero",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Back office, projects, hiring and CRM in one suite. Claude's work stays a draft until you approve.",
      "url": "https://workloadzero.de/",
      "pricingUrl": "https://workloadzero.de/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Back office",
        "Projects",
        "Hiring",
        "CRM in one suite"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (de.workloadzero/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://workloadzero.de/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=de.workloadzero/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "workspacealberta",
      "name": "workspaceAlberta",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Search every CanadaBuys and Alberta Purchasing Connection tender. briefs; Pro bid-room tools.",
      "url": "https://warreandvavasour.com/",
      "pricingUrl": "https://warreandvavasour.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Search every CanadaBuys",
        "Alberta Purchasing Connection tender"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "government-public-services"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.warreandvavasour/workspacealberta). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://warreandvavasour.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.warreandvavasour/workspacealberta",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "workwae",
      "name": "Workwae",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Email, calendar and contacts for AI agents: Gmail, Microsoft 365 and IMAP accounts behind one API.",
      "url": "https://workwae.com/",
      "pricingUrl": "https://workwae.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Gmail",
        "Microsoft 365",
        "IMAP accounts behind one API"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.workwae/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://workwae.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.workwae/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "world-feed-monitor",
      "name": "World Feed Monitor",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Search and follow news from 234 countries: recent articles, publishers and coverage.",
      "url": "https://worldfeedmonitor.com/",
      "pricingUrl": "https://worldfeedmonitor.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Recent articles",
        "Publishers",
        "Coverage"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.worldfeedmonitor/news). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://worldfeedmonitor.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.worldfeedmonitor/news",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "world-monitor",
      "name": "World Monitor",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 104 tools.",
      "url": "https://www.worldmonitor.app/",
      "pricingUrl": "https://www.worldmonitor.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Real-time global intelligence on conflict",
        "Markets",
        "Energy",
        "Trade"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.worldmonitor/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.worldmonitor.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.worldmonitor/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "wrenchboard",
      "name": "WrenchBoard",
      "vendor": "Not verified",
      "category": "Engineering design",
      "description": "Board repair in your chat: open boardviews and schematics, trace nets and rails, plan measurements.",
      "url": "https://wrenchboard.cloud/",
      "pricingUrl": "https://wrenchboard.cloud/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Open boardviews",
        "Schematics",
        "Trace nets",
        "Rails"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "design-engineering"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Engineers designing physical products.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (cloud.wrenchboard/wrenchboard). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://wrenchboard.cloud/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=cloud.wrenchboard/wrenchboard",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "writefull",
      "name": "Writefull",
      "vendor": "Digital Science",
      "category": "Academic writing",
      "description": "Language feedback for research writing, trained on published papers.",
      "url": "https://www.writefull.com/",
      "pricingUrl": "https://www.writefull.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Language feedback",
        "Title and abstract generation",
        "Overleaf and Word add-ins"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "academic-writing",
        "write-and-edit"
      ],
      "sectors": [
        "universities-academic-research"
      ],
      "bestFor": "Researchers polishing English prose.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.writefull.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "writehero",
      "name": "WriteHero",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Check, format and preview LinkedIn posts: limits, see-more cut, hooks, AI-sounding phrases.",
      "url": "https://writehero.io/",
      "pricingUrl": "https://writehero.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Limits",
        "See-more cut",
        "Hooks",
        "AI-sounding phrases"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.writehero/linkedin). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://writehero.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.writehero/linkedin",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "writer",
      "name": "Writer",
      "vendor": "WRITER",
      "category": "Enterprise writing",
      "description": "Enterprise generative AI platform with brand and style governance.",
      "url": "https://writer.com/",
      "pricingUrl": "https://writer.com/plans/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Brand-aware drafting",
        "Knowledge graph",
        "Agent builder"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit",
        "automate-workflows"
      ],
      "sectors": [
        "marketing-advertising",
        "finance-insurance"
      ],
      "bestFor": "Enterprise communications teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://writer.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "writestack",
      "name": "WriteStack",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Draft & schedule Substack Notes, manage articles, and read stats via WriteStack.",
      "url": "https://www.writestack.io/",
      "pricingUrl": "https://www.writestack.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Draft & schedule Substack Notes",
        "Manage articles",
        "And read stats via WriteStack"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.writestack/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.writestack.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.writestack/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "xcout-intel",
      "name": "Xcout Intel",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Company intelligence: 450k companies, funding rounds, investors, people, jobs and US hiring by place.",
      "url": "https://intel.xcout.app/",
      "pricingUrl": "https://intel.xcout.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "450k companies",
        "Funding rounds",
        "Investors",
        "People"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.xcout/intel). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://intel.xcout.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.xcout/intel",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "xdive",
      "name": "XDive",
      "vendor": "Not verified",
      "category": "Research & search",
      "description": "Web search, page reading, site crawling, data extraction and cited research. OAuth sign-in.",
      "url": "https://xdive.dev/",
      "pricingUrl": "https://xdive.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Web search",
        "Page reading",
        "Site crawling",
        "Data extraction"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Researchers who need sourced answers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.xdive/xdive). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://xdive.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.xdive/xdive",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "xero",
      "name": "Xero",
      "vendor": "Xero",
      "category": "Accounting",
      "description": "Cloud accounting for small businesses with automation and AI assistance.",
      "url": "https://www.xero.com/",
      "pricingUrl": "https://www.xero.com/pricing-plans/",
      "pricingModel": "Paid",
      "pricingSummary": "Starter is $32, Standard $54 and Premium $82 a month. An 80% discount for the first 3 months was advertised.",
      "startingPrice": 32,
      "currency": "USD",
      "billing": "monthly",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Bank reconciliation",
        "Invoicing",
        "AI assistant"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax",
        "retail-ecommerce"
      ],
      "bestFor": "Small businesses and their accountants.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.xero.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.xero.com/pricing-plans/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "xfix",
      "name": "xfix",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Check if AI assistants and shopping agents can read a website or online store.",
      "url": "https://xfix.ai/",
      "pricingUrl": "https://xfix.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Marketing & SEO",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.xfix/xfix). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://xfix.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.xfix/xfix",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "xhostd",
      "name": "xhostd",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Agent-first hosting: create apps, push code, and deploy to HTTPS URLs from your coding agent.",
      "url": "https://xhostd.com/",
      "pricingUrl": "https://xhostd.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Create apps",
        "Push code",
        "And deploy to HTTPS URLs from your coding agent"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.xhostd/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://xhostd.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.xhostd/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "xodia",
      "name": "Xodia",
      "vendor": "Not verified",
      "category": "App building",
      "description": "Build and edit your website in Xodia, a visual website builder for real code (Vite, React, HTML).",
      "url": "https://xodia.ai/",
      "pricingUrl": "https://xodia.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Build and edit your website in Xodia, a visual website builder for real",
        "App building"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "build-apps-no-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "People building apps without code.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.xodia/xodia). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://xodia.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.xodia/xodia",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "xpnai",
      "name": "xpnAI",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Query and export Xero finance data and prepare accounting drafts in your xpnAI Workspace.",
      "url": "https://xpnai.app/",
      "pricingUrl": "https://xpnai.app/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Query and export Xero finance data and prepare accounting drafts in",
        "Accounting & finance"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (app.xpnai/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://xpnai.app/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=app.xpnai/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "xquik",
      "name": "Xquik",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "X (Twitter) data API for AI agents: tweets, users, followers and search.",
      "url": "https://xquik.com/",
      "pricingUrl": "https://xquik.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Tweets",
        "Users",
        "Followers",
        "Search"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research",
        "data-pipelines"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.xquik/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://xquik.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.xquik/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "yabble",
      "name": "Yabble",
      "vendor": "Yabble",
      "category": "Consumer insights",
      "description": "Generative AI for consumer research, including synthetic audiences.",
      "url": "https://www.yabble.com/",
      "pricingUrl": "https://www.yabble.com/pricing",
      "pricingModel": "Paid",
      "pricingSummary": "Tier 0 is $8,900, Tier 1 $20,000, Tier 2 $40,000 and Tier 3 $80,000 a year.",
      "startingPrice": 8900,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Synthetic audiences",
        "Qualitative analysis",
        "Trend summaries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "qualitative-analysis"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "marketing-advertising"
      ],
      "bestFor": "Researchers exploring early concepts.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.yabble.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.yabble.com/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "year-fifteen",
      "name": "Year Fifteen",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "LIHTC properties reaching Year 15 by state and year, with dates and exit options.",
      "url": "https://lihtc.loan/",
      "pricingUrl": "https://lihtc.loan/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "LIHTC properties reaching Year 15 by state",
        "Year",
        "Dates",
        "Exit options"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "real-estate"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (loan.lihtc/lihtc-loan). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://lihtc.loan/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=loan.lihtc/lihtc-loan",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    },
    {
      "slug": "yeetpost",
      "name": "yeetpost",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Post and schedule to LinkedIn, X, Bluesky, Discord, Telegram and Mastodon from AI agents.",
      "url": "https://yeetpost.com/",
      "pricingUrl": "https://yeetpost.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Post and schedule to LinkedIn, X, Bluesky, Discord, Telegram",
        "Marketing & SEO"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.yeetpost/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://yeetpost.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.yeetpost/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "yellowhead-digital",
      "name": "Yellowhead Digital",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Read your Yellowhead Diagnostics, scans and action items in an AI assistant, and start Diagnostics.",
      "url": "https://yellowhead.digital/",
      "pricingUrl": "https://yellowhead.digital/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read your Yellowhead Diagnostics",
        "Scans",
        "Action items in an AI assistant",
        "And start Diagnostics"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (digital.yellowhead/agent-door). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://yellowhead.digital/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=digital.yellowhead/agent-door",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "yesbusiness",
      "name": "YESbusiness",
      "vendor": "Not verified",
      "category": "Accounting & finance",
      "description": "Swiss bookkeeping with bank feeds: read and book bank transactions, receipts, VAT and reports.",
      "url": "https://www.yesbusiness.ch/",
      "pricingUrl": "https://www.yesbusiness.ch/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Read",
        "Book bank transactions",
        "Receipts",
        "VAT"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "finance-accounting",
        "tax-audit"
      ],
      "sectors": [
        "accounting-audit-tax"
      ],
      "bestFor": "Finance and accounting teams.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ch.yesbusiness/swiss-accounting). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.yesbusiness.ch/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ch.yesbusiness/swiss-accounting",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "yoprint",
      "name": "YoPrint",
      "vendor": "Not verified",
      "category": "Project & work management",
      "description": "Print shop management for screen printing, embroidery and DTF: orders, quotes, jobs, invoices.",
      "url": "https://mcp.yoprint.com/",
      "pricingUrl": "https://mcp.yoprint.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Orders",
        "Quotes",
        "Jobs",
        "Invoices"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "manage-projects",
        "finance-accounting"
      ],
      "sectors": [
        "manufacturing"
      ],
      "bestFor": "Teams managing projects and work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.yoprint.mcp/yoprint). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://mcp.yoprint.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.yoprint.mcp/yoprint",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "yseop",
      "name": "Yseop",
      "vendor": "Yseop",
      "category": "Regulatory writing",
      "description": "Generative AI for drafting clinical and regulatory documents in pharma.",
      "url": "https://yseop.com/",
      "pricingUrl": "https://yseop.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Regulated document drafting",
        "Clinical study reports",
        "Traceable generation"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "regulatory-affairs",
        "clinical-trials"
      ],
      "sectors": [
        "pharma-biotech"
      ],
      "bestFor": "Medical writers working on submissions.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested.",
        "Outputs in regulated or high-stakes work need review by a qualified professional."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://yseop.com/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "yusr",
      "name": "Yusr",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "Run a Yusr AI customer-service workspace: inbox, customers, orders, assistants, WhatsApp.",
      "url": "https://yusr-ai.com/",
      "pricingUrl": "https://yusr-ai.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Inbox",
        "Customers",
        "Orders",
        "Assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.yusr-ai/yusr). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://yusr-ai.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.yusr-ai/yusr",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zalcro",
      "name": "Zalcro",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Generate architecture docs, implementation plans, and dev tickets from your project requirements.",
      "url": "https://zalcro.ai/",
      "pricingUrl": "https://zalcro.ai/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Generate architecture docs",
        "Implementation plans",
        "And dev tickets from your project requirements"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (ai.zalcro/zalcro). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zalcro.ai/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=ai.zalcro/zalcro",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zapier",
      "name": "Zapier",
      "vendor": "Zapier",
      "category": "Workflow automation",
      "description": "Builds automations connecting business apps, data, forms, and AI steps, with separate agent and chatbot products.",
      "url": "https://zapier.com/",
      "pricingUrl": "https://zapier.com/pricing",
      "pricingModel": "Free + paid",
      "pricingSummary": "Professional starts at $19.99/month billed annually. Task volume affects cost; Agents and Chatbots have separate plans.",
      "startingPrice": 19.99,
      "currency": "USD",
      "billing": "annual",
      "freePlan": "100 tasks each month and two-step workflows, with Tables and Forms included.",
      "features": [
        "Multi-app workflows",
        "AI workflow assistance",
        "Tables and forms",
        "Webhooks on paid plans",
        "AI agents"
      ],
      "integrations": [
        "Salesforce",
        "HubSpot",
        "Slack",
        "Microsoft Teams",
        "Zendesk"
      ],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "automate-workflows",
        "manage-projects",
        "customer-support",
        "sales-outreach"
      ],
      "bestFor": "Operations teams moving information and triggering actions across SaaS applications.",
      "limitations": [
        "Usage above task allowances can incur additional charges.",
        "Multi-step workflows and premium apps require paid access."
      ],
      "verificationNotes": "Official home, pricing, and pricing explainer opened. Agent and chatbot subscriptions are separate from the platform starting price.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://zapier.com/",
          "label": "Zapier official product overview",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://zapier.com/pricing",
          "label": "Zapier official pricing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        },
        {
          "url": "https://zapier.com/blog/zapier-pricing/",
          "label": "Annual price and task billing",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "zappi",
      "name": "Zappi",
      "vendor": "Zappi",
      "category": "Consumer insights",
      "description": "Consumer research platform for testing ads and product concepts quickly.",
      "url": "https://www.zappi.io/web",
      "pricingUrl": "https://www.zappi.io/web/pricing",
      "pricingModel": "Contact sales",
      "pricingSummary": "Pricing is by quote or sales contact. No figures were published on the reviewed page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "No free plan confirmed on the reviewed page.",
      "features": [
        "Concept testing",
        "Ad testing",
        "AI insight"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "fmcg-commercial",
        "qualitative-analysis"
      ],
      "sectors": [
        "fmcg-consumer-goods",
        "marketing-advertising"
      ],
      "bestFor": "Consumer brand innovation teams.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.zappi.io/web",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.zappi.io/web/pricing",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "zebra-bi",
      "name": "Zebra BI",
      "vendor": "Not verified",
      "category": "Data analysis",
      "description": "Draw business data as interactive IBCS-style Zebra BI charts and tables.",
      "url": "https://zebrabi.com/",
      "pricingUrl": "https://zebrabi.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Data analysis",
        "MCP server for AI assistants"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "analyze-data"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams that analyse business data.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.zebrabi/zebra-bi). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zebrabi.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.zebrabi/zebra-bi",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zeenly",
      "name": "Zeenly",
      "vendor": "Not verified",
      "category": "Writing & publishing",
      "description": "Publish and manage interactive magazines on Zeenly from your AI app.",
      "url": "https://zeenly.com/",
      "pricingUrl": "https://zeenly.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish and manage interactive magazines on Zeenly from your AI app",
        "Writing & publishing"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-edit"
      ],
      "sectors": [
        "media-publishing"
      ],
      "bestFor": "Writers and publishers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.zeenly/zeenly). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zeenly.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.zeenly/zeenly",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zenabm",
      "name": "ZenABM",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "LinkedIn ads, ABM and CRM data for AI agents: reports, audits, and campaign management.",
      "url": "https://zenabm.com/",
      "pricingUrl": "https://zenabm.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Reports",
        "Audits",
        "And campaign management"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.zenabm/mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zenabm.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.zenabm/mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zendesk-ai",
      "name": "Zendesk AI",
      "vendor": "Zendesk",
      "category": "Customer support",
      "description": "AI agents, copilot assistance, knowledge management, and quality monitoring for customer service operations.",
      "url": "https://www.zendesk.com/service/ai/",
      "pricingUrl": "https://www.zendesk.com/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Zendesk combines plan-based seats with automated-outcome charges. Suite Team lists USD 55 per agent/month annually; Copilot and advanced capabilities vary by plan.",
      "startingPrice": null,
      "currency": "USD",
      "billing": "not verified",
      "freePlan": "A free trial is offered; a permanent free AI plan was not verified.",
      "features": [
        "Automated resolutions",
        "Agent copilot",
        "Knowledge management",
        "Conversation quality analysis"
      ],
      "integrations": [],
      "platforms": [
        "Web"
      ],
      "tasks": [
        "customer-support",
        "find-team-knowledge",
        "automate-workflows"
      ],
      "bestFor": "Service teams already using or evaluating Zendesk.",
      "limitations": [
        "A single seat price does not represent full AI usage cost.",
        "Advanced copilot capabilities require appropriate packaging."
      ],
      "verificationNotes": "Official product page and pricing reviewed; pricing redirected to the Japanese regional page, which displayed USD seat rates. No single AI starting price assigned.",
      "sectors": [
        "all"
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "sources": [
        {
          "url": "https://www.zendesk.com/service/ai/",
          "label": "Zendesk AI official product page",
          "checkedAt": "2026-11-04",
          "supports": "capabilities"
        },
        {
          "url": "https://www.zendesk.com/pricing/",
          "label": "Zendesk AI official pricing or sales page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "source-reviewed"
    },
    {
      "slug": "zepsell",
      "name": "Zepsell",
      "vendor": "Not verified",
      "category": "E-commerce operations",
      "description": "Run your Zepsell store from AI: sales, orders, products, stock, customers and discount codes.",
      "url": "https://zepsell.com/",
      "pricingUrl": "https://zepsell.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Sales",
        "Orders",
        "Products",
        "Stock"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "retail-operations"
      ],
      "sectors": [
        "retail-ecommerce"
      ],
      "bestFor": "Online sellers running stores.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.zepsell/zepsell). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zepsell.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.zepsell/zepsell",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zero-hour",
      "name": "Zero-Hour",
      "vendor": "Not verified",
      "category": "Video & audio",
      "description": "Mac app in beta that turns your sales and consulting calls into short videos and posts for your personal brand.",
      "url": "https://zerohoursystem.com/",
      "pricingUrl": "https://zerohoursystem.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Calls to short clips",
        "Short-form video",
        "Post drafts"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "create-video-audio",
        "grow-audience"
      ],
      "sectors": [
        "freelance-creator-economy"
      ],
      "bestFor": "Creators making video and audio.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zerohoursystem.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/zero-hour",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zip-codes-com",
      "name": "Zip-Codes.com",
      "vendor": "Not verified",
      "category": "Geospatial data",
      "description": "Validate & geocode a US address: 14 years of demographics, districts & schools. Agents buy via MPP.",
      "url": "https://www.zip-codes.com/",
      "pricingUrl": "https://www.zip-codes.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "14 years of demographics",
        "Districts & schools"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "geospatial-analysis"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Teams working with maps and places.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.zip-codes/api). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://www.zip-codes.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.zip-codes/api",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "ziplined",
      "name": "Ziplined",
      "vendor": "Not verified",
      "category": "Sales & CRM",
      "description": "Find warm leads on LinkedIn: people who engage with your team, competitors and market.",
      "url": "https://ziplined.io/",
      "pricingUrl": "https://ziplined.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "People who engage with your team",
        "Competitors",
        "Market"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "sales-outreach"
      ],
      "sectors": [
        "all"
      ],
      "bestFor": "Sales teams finding and contacting buyers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.ziplined/ziplined). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://ziplined.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.ziplined/ziplined",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zoho-inventory",
      "name": "Zoho Inventory",
      "vendor": "Zoho",
      "category": "Inventory management",
      "description": "Inventory and order management across warehouses and sales channels.",
      "url": "https://www.zoho.com/inventory/",
      "pricingUrl": "https://www.zoho.com/in/inventory/pricing/",
      "pricingModel": "Paid",
      "pricingSummary": "Prices shown for India: Standard is ₹999, Premium ₹2,299, Plus ₹4,999 and Enterprise ₹7,499 per organization a month, billed annually.",
      "startingPrice": 999,
      "currency": "INR",
      "billing": "annual",
      "freePlan": "No free plan confirmed. A free trial is offered.",
      "features": [
        "Multi-warehouse stock",
        "Order management",
        "Shipping integration"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "wholesale-distribution",
        "plan-supply-chain"
      ],
      "sectors": [
        "wholesale-distribution",
        "retail-ecommerce"
      ],
      "bestFor": "Growing wholesalers and online sellers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing read from the official pricing page on 2026-11-04; integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.zoho.com/inventory/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://www.zoho.com/in/inventory/pricing/",
          "label": "Official pricing page",
          "checkedAt": "2026-11-04",
          "supports": "pricing"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "zono-support",
      "name": "Zono Support",
      "vendor": "Not verified",
      "category": "Customer support",
      "description": "AI help desk that puts every support channel in one inbox, with an AI agent grounded in your own answers.",
      "url": "https://zono.support/",
      "pricingUrl": "https://zono.support/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Shared inbox",
        "AI support agent",
        "Help center",
        "Customer verification"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "customer-support"
      ],
      "sectors": [
        "technology-software",
        "retail-ecommerce"
      ],
      "bestFor": "Support teams answering customers.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Found through the BetaList feed on 2026-11-12. Official site reached on 2026-11-12; the description is written from the site's own summary. Pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zono.support/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence and vendor description"
        },
        {
          "url": "https://betalist.com/startups/zono-support",
          "label": "BetaList",
          "checkedAt": "2026-11-12",
          "supports": "Launch or news item that surfaced the tool"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zoosial",
      "name": "Zoosial",
      "vendor": "Not verified",
      "category": "Marketing & SEO",
      "description": "Social media API for AI agents: publish, DMs, comments, Meta ads and leads.",
      "url": "https://zoosial.com/",
      "pricingUrl": "https://zoosial.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Publish",
        "DMs",
        "Comments",
        "Meta ads"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "grow-audience"
      ],
      "sectors": [
        "marketing-advertising"
      ],
      "bestFor": "Marketers growing an audience.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.zoosial/zoosial). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zoosial.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.zoosial/zoosial",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zopdev",
      "name": "ZopDev",
      "vendor": "Not verified",
      "category": "Developer tools",
      "description": "Cloud cost, inventory and governance on AWS/Azure/GCP. Read-only by default, optional scoped writes.",
      "url": "https://zop.dev/",
      "pricingUrl": "https://zop.dev/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Cloud cost",
        "Inventory",
        "Governance on AWS/Azure/GCP"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "write-and-test-code"
      ],
      "sectors": [
        "technology-software"
      ],
      "bestFor": "Software developers.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (dev.zop/zopdev-mcp). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zop.dev/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dev.zop/zopdev-mcp",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zotero",
      "name": "Zotero",
      "vendor": "Corporation for Digital Scholarship",
      "category": "Reference management",
      "description": "Free open-source reference manager for collecting, organising and citing research.",
      "url": "https://www.zotero.org/",
      "pricingUrl": "https://www.zotero.org/",
      "pricingModel": "Open source",
      "pricingSummary": "Open-source software. Check the licence; hosted or enterprise options may cost extra.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Open-source use; licence terms apply.",
      "features": [
        "Reference capture",
        "Citation styles",
        "Group libraries"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "research-evidence",
        "academic-writing"
      ],
      "sectors": [
        "universities-academic-research",
        "libraries-archives-museums"
      ],
      "bestFor": "Anyone who needs to manage citations.",
      "limitations": [
        "Capabilities come from the vendor's public description and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-04",
      "verificationNotes": "Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.",
      "sources": [
        {
          "url": "https://www.zotero.org/",
          "label": "Official website",
          "checkedAt": "2026-11-04",
          "supports": "Product existence and vendor description"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-04"
    },
    {
      "slug": "zsign",
      "name": "zsign",
      "vendor": "Not verified",
      "category": "Workflow automation",
      "description": "Send documents for e-signature from AI assistants, track signers, and download sealed, signed PDFs.",
      "url": "https://zsign.io/",
      "pricingUrl": "https://zsign.io/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Track signers",
        "And download sealed",
        "Signed PDFs"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "automate-workflows"
      ],
      "sectors": [
        "legal-professional-services"
      ],
      "bestFor": "Teams automating routine work.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (io.zsign/zsign). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zsign.io/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=io.zsign/zsign",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12"
    },
    {
      "slug": "zyberno-stock-valuation",
      "name": "Zyberno stock valuation",
      "vendor": "Not verified",
      "category": "Market & company data",
      "description": "Brina Gap valuation, supply chains, screener and market score for US stocks. SEC data, no key.",
      "url": "https://zyberno.com/",
      "pricingUrl": "https://zyberno.com/",
      "pricingModel": "Not verified",
      "pricingSummary": "Pricing has not been reviewed for this listing. Check the vendor's page.",
      "startingPrice": null,
      "currency": null,
      "billing": "not verified",
      "freePlan": "Not verified.",
      "features": [
        "Brina Gap valuation",
        "Supply chains",
        "Screener",
        "Market score for US stocks"
      ],
      "integrations": [],
      "platforms": [],
      "tasks": [
        "market-investment-research"
      ],
      "sectors": [
        "banking-capital-markets"
      ],
      "bestFor": "Analysts researching markets and companies.",
      "limitations": [
        "Capabilities come from the vendor's MCP Registry entry and have not been independently tested."
      ],
      "dataConsiderations": "Review vendor data retention and training terms before uploading sensitive information.",
      "reviewedAt": "2026-11-12",
      "verificationNotes": "Description comes from the vendor's entry in the official MCP Registry (com.zyberno/zyberno). The vendor's site was reached on 2026-11-12. Not yet reviewed by an editor; pricing, integrations and platforms have not been reviewed.",
      "sources": [
        {
          "url": "https://zyberno.com/",
          "label": "Official website",
          "checkedAt": "2026-11-12",
          "supports": "Product existence"
        },
        {
          "url": "https://registry.modelcontextprotocol.io/v0/servers?search=com.zyberno/zyberno",
          "label": "MCP Registry entry",
          "checkedAt": "2026-11-12",
          "supports": "Description and MCP server address"
        }
      ],
      "evidenceLevel": "site-checked",
      "addedAt": "2026-11-12",
      "listingType": "mcp"
    }
  ]
}
