Q

Qdrant MCP

MCP server · by avaazquezz

Databases Python v2.6.0

Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.

View source ↗ Website ↗ Generate config for multiple servers More servers

Install

registry version 2.6.0

Python
uvx mcp-qdrant

Setup by client

Pick your client — the config below is generated for this server (local stdio). Copy respects the “Pin version” switch above.

claude_desktop_config.json

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant"
      ],
      "env": {
        "QDRANT_API_KEY": "<YOUR_QDRANT_API_KEY>"
      }
    }
  }
}

Format verified against the official Claude Desktop docs ↗.

Environment variables

Defined in the server's official registry manifest. Required secrets are shown as <YOUR_…> placeholders in the configs above.

  • QDRANT_URL — Qdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH)
  • QDRANT_API_KEY secret — Qdrant API key, if your instance requires one
  • QDRANT_LOCAL_PATH — Path to an embedded Qdrant instance, instead of a URL
  • QDRANT_MCP_TOOLSETS — Comma-separated toolsets to enable: core, search, payload, admin, snapshots, observability
  • QDRANT_MCP_READ_ONLY — Remove every tool not marked read-only from the registry
  • QDRANT_MCP_MAX_LIMIT — Largest number of points one tool call may ask for (minimum 30); bigger requests are refused, not cut

About this server

Distributed as Python, listed under Databases. Review our MCP security guide before granting access to real data.

Frequently asked questions

How do I install Qdrant MCP?

Run the install command shown above, then paste the config for your client (Claude Desktop, Claude Code, Cursor, VS Code or Windsurf) into its MCP settings and restart the client.

Is Qdrant MCP free to use?

The MCP server itself is free to install. The source is public on https://github.com/avaazquezz/Qdrant-MCP. Any third-party service it calls may require its own API key and account.

Which clients support Qdrant MCP?

Any MCP-compatible client can use it, including Claude Desktop, Claude Code, Cursor, VS Code, Windsurf and custom agents.

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