Qdrant MCP

io.github.avaazquezz/mcp-qdrant · v2.12.0

The full Qdrant API as 58 MCP tools: plain-text semantic/BM25/hybrid search and a search advisor.

Website Source code Set it up

Connect Runs on your machine

Terminal

claude mcp add mcp-qdrant -e QDRANT_URL=<QDRANT_URL> -e QDRANT_API_KEY=<QDRANT_API_KEY> -e QDRANT_LOCAL_PATH=<QDRANT_LOCAL_PATH> -e QDRANT_MCP_TOOLSETS=<QDRANT_MCP_TOOLSETS> -e QDRANT_MCP_READ_ONLY=<QDRANT_MCP_READ_ONLY> -e QDRANT_MCP_MAX_LIMIT=<QDRANT_MCP_MAX_LIMIT> -e QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS=<QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS> -e FASTEMBED_CACHE_PATH=<FASTEMBED_CACHE_PATH> -- uvx mcp-qdrant==2.12.0

claude_desktop_config.json

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant==2.12.0"
      ],
      "env": {
        "QDRANT_URL": "<QDRANT_URL>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<QDRANT_MCP_READ_ONLY>",
        "QDRANT_MCP_MAX_LIMIT": "<QDRANT_MCP_MAX_LIMIT>",
        "QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS": "<QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS>",
        "FASTEMBED_CACHE_PATH": "<FASTEMBED_CACHE_PATH>"
      }
    }
  }
}

~/.cursor/mcp.json

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant==2.12.0"
      ],
      "env": {
        "QDRANT_URL": "<QDRANT_URL>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<QDRANT_MCP_READ_ONLY>",
        "QDRANT_MCP_MAX_LIMIT": "<QDRANT_MCP_MAX_LIMIT>",
        "QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS": "<QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS>",
        "FASTEMBED_CACHE_PATH": "<FASTEMBED_CACHE_PATH>"
      }
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "mcp-qdrant": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "mcp-qdrant==2.12.0"
      ],
      "env": {
        "QDRANT_URL": "<QDRANT_URL>",
        "QDRANT_API_KEY": "<QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<QDRANT_MCP_READ_ONLY>",
        "QDRANT_MCP_MAX_LIMIT": "<QDRANT_MCP_MAX_LIMIT>",
        "QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS": "<QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS>",
        "FASTEMBED_CACHE_PATH": "<FASTEMBED_CACHE_PATH>"
      }
    }
  }
}

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools

This server runs locally, so its tools are listed by your MCP client once it starts.

Environment variables

Name	Description
`QDRANT_URL` Optional	Qdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH)
`QDRANT_API_KEY` Optional, secret	Qdrant API key, if your instance requires one
`QDRANT_LOCAL_PATH` Optional	Path to an embedded Qdrant instance, instead of a URL
`QDRANT_MCP_TOOLSETS` Optional	Comma-separated toolsets to enable: core, search, payload, admin, snapshots, observability
`QDRANT_MCP_READ_ONLY` Optional	Remove every tool not marked read-only from the registry
`QDRANT_MCP_MAX_LIMIT` Optional	Largest number of points one tool call may ask for (minimum 30); bigger requests are refused, not cut
`QDRANT_MCP_SNAPSHOT_ALLOWED_ORIGINS` Optional	Comma-separated http(s) origins qdrant_snapshot_recover may restore from, besides file:// and QDRANT_URL's own origin
`FASTEMBED_CACHE_PATH` Optional	Where text-embedding models are cached (semantic search needs the mcp-qdrant[embeddings] extra)

Details

Package	`[email protected]` (PYPI, stdio)
First published	4 Nov 2026
Last updated	4 Nov 2026
Registry name	`io.github.avaazquezz/mcp-qdrant`

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Live status

Local install

Installed and run on your own machine, so there is no public endpoint to check.

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