qdrant-mcp-server

A generic MCP server for Qdrant — store, search, list, and delete over any collection.

Unlike qdrant/mcp-server-qdrant, this server uses a plain (unnamed) vector, so it works out of the box with collections created the "default" way — e.g. by LangChain's or n8n's Qdrant node — instead of requiring the named-vector convention (fast-{model}) the official server hardcodes.

Features

• Multi-collection: QDRANT_COLLECTION is only a default. Every tool accepts an optional collection_name, so one running instance can serve multiple collections.

• Plain vectors: compatible with collections populated by other tools/pipelines, not just this server.

• OpenAI embeddings, with automatic token-aware truncation of oversized input.

Related MCP server: Qdrant MCP Server

Tools

Configuration

Set these environment variables (see .env.example):

Running

Docker

docker build -t qdrant-mcp-server .
docker run --rm -p 8000:8000 --env-file .env qdrant-mcp-server

Locally

pip install -r requirements.txt
export $(cat .env | xargs)  # or set the variables another way
python server.py

The server speaks MCP over SSE on 0.0.0.0:8000.

Using with an MCP client

Point your client at the SSE endpoint, e.g. for a docker-compose service named mcp-qdrant:

{
  "mcpServers": {
    "qdrant": {
      "url": "http://localhost:8000/sse"
    }
  }
}

License

MIT