Qdrant MCP: Documentation
Updated:
Connection
uvx mcp-server-qdrant (stdio by default; SSE and streamable HTTP are also available). Env vars: QDRANT_URL and QDRANT_API_KEY for Qdrant Cloud; a local instance on localhost:6333 needs no key. COLLECTION_NAME sets the memory collection.
Tools
Two tools: qdrant-store — save a piece of information (text + metadata) as a vector; qdrant-find — retrieve stored pieces by semantic similarity to a query.
Agent flow
"Remember this client's preferences", "what have we already discussed about X?", "save the decision on this ticket for later", "find semantically similar notes from the last month".
Pricing
The MCP server is free, open source (Apache-2.0). A local Qdrant instance is free; Qdrant Cloud is billed per the vendor's plans (a free starter cluster is available).