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Integration

Qdrant

Vector database for AI search: collections and points. Your client pastes their Qdrant key once, and your agent or your code works with their access.

AI

About Qdrant

Qdrant is an open-source vector database.

With your client's Qdrant connected, your agent can work with collections and points.

Qdrant

Qdrant · AI

API key

Vector database for AI search: collections and points

The client pastes their API key from Qdrant's settings. We store it encrypted.

Tools

Every tool your agent gets for Qdrant. Select one to see its inputs and an example call.

  • Loading every tool…

Building with Qdrant? The docs have setup steps and code for every tool.

Open the Qdrant docs

Any other endpoint

The request tool calls any Qdrant endpoint the tools above don't cover, with the client's access attached.

Base URL for request

https://{site}

  • request

    HTTPS ANY /v1/clients/{clientId}/qdrant/{path}

    Any endpoint of Qdrant's own API, with the client's access attached.

    servicestringrequired
    This service: qdrant
    methodstringrequired
    GET, POST, PUT, PATCH or DELETE
    pathstringrequired
    The path under https://{site}
    queryobjectoptional
    Query parameters
    bodyobjectoptional
    A JSON body

Over MCP every tool also takes client_id, from list_clients. Over HTTPS send it as clientId to https://api.operate.as/v1.

What the client approves

  • Use the Qdrant key you paste, with only the access you gave that key

Get started

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