Qdrant's official MCP server acts as a semantic memory layer, storing information with optional metadata and retrieving it via vector search. It runs via uvx against a remote Qdrant URL or local path, using FastEmbed models by default, and supports stdio, SSE and streamable HTTP.
Connect
- 1Add the server to Codex
codex mcp add qdrant --env QDRANT_URL=YOUR_QDRANT_URL --env QDRANT_API_KEY=YOUR_QDRANT_API_KEY --env COLLECTION_NAME=YOUR_COLLECTION_NAME -- uvx mcp-server-qdrant
Configs are generated from the publisher's documented endpoint. Check their docs for plan requirements and scopes. New to this? Read the step-by-step tutorial.
Tools 2
qdrant-storeqdrant-findThings to ask
- “Remember that our staging DB is on port 5433”
- “Find what I stored about the deployment process”
- “Store this code snippet with the description 'retry with backoff'”