Useful tools. Traceable claims.

Every listing states its evidence level

Source reviewed: an editor read the official product and pricing pages. Vendor submitted: the vendor supplied the details and an editor approved them; the claims are the vendor’s own. Site checked: the official site was reached on the review date. Pricing appears only where we read it from the vendor’s page, and integrations are not yet reviewed. Unconfirmed listing: the official site blocked our automated check.

How tools are ordered

Each list is ordered by a weighted score out of 100. Task fit (45): how much of the page’s work the tool covers, and how central that work is to the tool. Sector fit (35): on a sector page, tools built for that sector come before general ones; elsewhere, general tools come first. Evidence (15): how far the listing has been checked. Profile completeness (5): whether pricing, integrations, and platforms have been verified.

The score measures fit and how well a listing is documented, not product quality, so it is never shown as a rating. Payment, popularity, and how recently a tool launched are not inputs.

Breadth starts with a real classification

Our browsing sectors map to all 21 sections of the United Nations International Standard Industrial Classification, Revision 4. We use this established revision as a reference, not as a claim to reproduce the current classification verbatim. Some sections are split into familiar browsing categories such as software, media, and telecommunications.

UN Statistics Division: ISIC ↗

The 805 role names and 60 task families are editorial starting points, not an exhaustive occupational taxonomy. Development, consulting, B2B, manufacturing, logistics, and business management include entry, practitioner, senior, management, and executive levels. B2B and business management are cross-sector functions, not additional economic sectors. Career levels are editorial browsing aids, not standardized job grades. Sector breadth does not imply a comprehensive specialist tool catalog.

Occupational coverage is informed by O*NET occupational families, including software development, management analysis, logistics, and general operations management. Specific titles, synonyms, seniority, and sector relationships are our editorial mappings; they are not an official O*NET classification.

Maintaining the role taxonomy

The initial taxonomy is a one-time foundation with occasional maintenance as roles and responsibilities change. Tool capability checks, pricing, availability, and evidence freshness need recurring updates in the separate population pipeline.

What is sourced?

Our 1933 tool profiles summarize official product and pricing pages checked on 4 November 2026. Each profile links directly to its source. We describe product capabilities without claiming independent benchmarking. Prices retain their stated currency, units, and billing basis. Missing prices, integrations, and other unknowns are explicitly marked. We do not invent adoption numbers, ratings, or fit scores. Data-handling prompts are not a privacy audit.

How recommendations work

You choose a role or task, then a sector. A role search lets you select tasks, with one suggested task selected initially and other role-relevant or sector-relevant tasks available to add. We match those tasks to documented tool capabilities. The same tool can appear in multiple sectors. Sector choices contextualize task suggestions and filter tools with specialist sector mappings; they do not establish vendor approval for that industry.

Recommendations prioritize the number of selected task matches, with alphabetical tie-breaking. The directory is alphabetical. This is not a performance ranking. No placement is paid. There are no affiliate links in this starter release.

What needs your judgment?

Before adopting a tool, review data handling, integrations, access permissions, pricing, and your organization’s requirements. Specialist medical, legal, financial, and safety-critical use needs domain-specific assessment beyond this directory.

Freshness and scope

This release uses a one-time, manually curated snapshot of 56 tools across general and specialist use cases. The background pipeline is a separate project. This website does not refresh vendor data automatically. Download the complete JSON snapshot from the footer to seed that pipeline. A source review date means the product page was consulted; it does not promise every feature or plan remains unchanged.

How we choose AI skills

The AI skills tab offers 24 learning guides with suggested priorities based on role, career level, and industry. Every industry has a practice scenario; shared foundations cover AI literacy, clear instructions, output verification, and data handling. Entry-level plans begin with foundations, while management and executive plans prioritize use-case selection, oversight, and team adoption.

The World Economic Forum’s 2025 skills outlook reports employer expectations of growing demand for AI and big data, cybersecurity, and technological literacy alongside human skills. It does not prescribe requirements for individual job titles. Microsoft’s AI learning hub provides role-based learning resources, and UNESCO’s teacher framework informs the education context.

Descriptions, learning order, role and industry mappings, and practice exercises are ToolGrail editorial judgments. The linked vendor documentation, training paths, and frameworks are checked learning references, not endorsements of these mappings. “Start here,” “Next,” and “Go further” are suggestions, not credentials, mandatory job requirements, or guarantees of employment. “Foundation,” “Applied,” and “Advanced” describe the learning guide, not the person.

Skills recommendations do not change with the Tools tab’s filters. Resource links were checked on 4 November 2026; availability and product-access requirements may change. The content is a one-time snapshot and will need maintenance. Download the skills catalog.

Built to be readable

Sector, role, task, and tool pages contain pre-rendered text, source links, canonical URLs, and structured metadata. A sitemap and a concise machine-readable catalog make the directory easier to navigate. The local site is not accessible to public crawlers. A future public deployment needs a real domain and NEXT_PUBLIC_SITE_URL configured before rebuilding. Inclusion in search engines or AI answers is not guaranteed.

Using ToolGrail from an AI assistant

A read-only Model Context Protocol server at /api/mcp/ lets AI assistants search the catalog without a key. Each listing it returns includes its page URL, evidence level, review date, pricing details, and sources, so an assistant can cite it and show how far each fact was checked. It uses the same ordering as the site and does not return the score, because the score is not a rating. It reads only the published catalog, never company submissions or accounts. Each listing also includes the tool’s own MCP server, and search_tools and recommend_tools can filter by it.

How we find each tool’s MCP server

A tool shows an MCP server only if the vendor publishes it, in one of two ways: it appears in the official MCP Registry under the vendor’s own verified namespace, such as com.notion, or it answers the MCP protocol on the vendor’s own domain. Third-party and community servers are never listed, even when they work. Whether sign-in is needed is read from the server’s own response. We do not state whether MCP access costs extra, because servers do not publish that; check your plan with the vendor. A tool with no server listed had none we could find on 2026-11-12. People connect directly to the vendor’s server, never through ToolGrail.

Tool, MCP, or Tool + MCP

Every listing is tagged by how you use it. Tool: it has its own app or website, and we found no official MCP server. Tool + MCP: it has its own app or website and an official MCP server, so you can also use it from an AI assistant. MCP: it has no app of its own and you use it only through an assistant. MCP listings are mapped to tasks, roles and sectors like any tool, so they appear on the same pages. Filters on tool lists show any one type.