Qdrant MCP Server

About Qdrant

Acts as an MCP server providing a semantic memory layer on top of the Qdrant vector search engine. Includes 'qdrant-store' and 'qdrant-find' tools for storing and retrieving information. Supports stdio and SSE transport protocols and is compatible with MCP-enabled clients like Cursor and Claude.

Tags

How to install Qdrant

Package

mcp-server-qdrant (pypi)

Transport

Local (stdio), Remote (SSE), Remote (Streamable HTTP)

Install or run

uvx mcp-server-qdrant

Client configuration

{
  "mcpServers": {
    "qdrant": {
      "command": "uvx",
      "args": [
        "mcp-server-qdrant"
      ],
      "env": {
        "QDRANT_URL": "https://xyz-example.eu-central.aws.cloud.qdrant.io:6333",
        "QDRANT_API_KEY": "your_api_key",
        "COLLECTION_NAME": "your-collection-name",
        "EMBEDDING_MODEL": "sentence-transformers/all-MiniLM-L6-v2"
      }
    }
  }
}

Copied from the official README — verified October 4, 2026. Replace placeholder keys with your own credentials.

Client setup documented by the maintainer

“Not documented” means the README has no client-specific steps — most MCP clients can still run a local stdio server from the configuration above.

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