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VECTOR DATABASE

Qdrant

Open-source vector search engine and database.

Visit official website ↗ToolMCP availabilityLast checked: 2026-11-04

Qdrant · Vector database

What it helps with

  • Vector search
  • Payload filtering
  • Self hosting

Best for

Engineers needing filtered vector search.

Sector fit

Technology & software

Task and sector fit are editorial suggestions, not vendor certifications.

Open source

Pricing & access

Open-source software. Check the licence; hosted or enterprise options may cost extra.

Free access

Open-source use; licence terms apply.

Check official pricing ↗

Prices reflect the reviewed source and billing basis. Taxes, regional pricing, seats, licenses, and consumption may affect the total.

Works with your setup?

Platforms

Not verified

Published integrations

Not verified in this snapshot

Data considerations

Connect with read-only, least-privilege credentials where possible, and review vendor retention and training terms before sharing schemas or data.

This is a review prompt, not an independent privacy or compliance certification.

Limitations to consider

  • Capabilities come from the vendor's public description and have not been independently tested.

Evidence & verification

Official site reached on the review date. Pricing, integrations and platforms have not yet been reviewed for this listing.

Official website ↗ · Product existence and vendor description · 2026-11-04

Connect Qdrant to your AI assistant

An MCP server lets assistants such as Claude or ChatGPT use Qdrant directly. You connect straight to the vendor's server; ToolGrail never sees your account.

Documentation search only

Server addresshttps://api.qdrant.tech/mcp

What it can do
Searches the Qdrant documentation. It does not control a Qdrant database.
Sign-in
Not needed to connect. Some actions may still need an account.
Cost
Not verified. What you can do through it may depend on your Qdrant plan, so check that your plan includes MCP or API access.
How we know it's official
Answered MCP on api.qdrant.tech, the vendor's own domain. Checked 2026-11-12.

MCP availability, sign-in and plan requirements can change. How we find and check servers.

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