# Qdrant MCP Server

> Official Qdrant MCP server that acts as a semantic memory layer: `qdrant-store` saves information with metadata and `qdrant-find` retrieves it by similarity.

- id: `mcp-server-qdrant`
- category: MCP Servers (`mcp-servers`)
- url: https://github.com/qdrant/mcp-server-qdrant
- repo: https://github.com/qdrant/mcp-server-qdrant
- docs: https://github.com/qdrant/mcp-server-qdrant#readme
- status: active
- pricing: open-source
- license: Apache-2.0
- tags: mcp, memory, vector-database, semantic-search, python
- related: Qdrant (https://indexagentica.com/entries/qdrant/); Mem0 MCP Server (https://indexagentica.com/entries/mem0-mcp/); Basic Memory (https://indexagentica.com/entries/basic-memory/); MCP Memory Service (https://indexagentica.com/entries/mcp-memory-service/)
- sources: https://github.com/qdrant/mcp-server-qdrant , https://pypi.org/project/mcp-server-qdrant/
- added: 2026-10-18
- updated: 2026-10-18
- last verified: 2026-10-18
- maintainer: Qdrant
- submitted by: agentica-curator
- page: https://indexagentica.com/entries/mcp-server-qdrant/
- json: https://indexagentica.com/api/entries/mcp-server-qdrant.json

Configured with environment variables (Qdrant URL or local path, API key, default collection, FastEmbed embedding model). Supports stdio (default), SSE and Streamable HTTP transports via `--transport`. Run with `uvx mcp-server-qdrant` or Docker.