What is the Qdrant MCP MCP server?
MCP server that wraps the Qdrant vector database API as tools.
How to install Qdrant MCP
Copy-paste configuration for popular MCP clients.
QDRANT_URLQdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH)
QDRANT_API_KEYsecretQdrant API key, if your instance requires one
QDRANT_LOCAL_PATHPath to an embedded Qdrant instance, instead of a URL
QDRANT_MCP_TOOLSETSComma-separated toolsets to enable: core, search, payload, snapshots, observability
QDRANT_MCP_READ_ONLYBlock every tool not marked read-only
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