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Qdrant MCP

Vector search and semantic memory backed by Qdrant.

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About

Official Qdrant MCP server that turns any Qdrant collection into a semantic memory layer for AI agents. Supports create/list/delete collections, upsert points with payload, and hybrid search with filters. Runs against self-hosted Qdrant or Qdrant Cloud.

Example tools

Illustrative tool names — the actual tool set is defined by the server at runtime.

query
Run a read-only SQL query
list_tables
List tables in the connected database
describe_table
Return column info for a table

Screenshots

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