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mcp-server-qdrant: A Qdrant MCP server

Source

An official Qdrant Model Context Protocol (MCP) server implementation

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Overview

The mcp-server-qdrant is a server implementation of the Model Context Protocol (MCP) designed to facilitate seamless integration between large language model (LLM) applications and external data sources, specifically utilizing the Qdrant vector search engine.

To use the mcp-server-qdrant, you can run it using the uv command or install it via Smithery. Configuration involves specifying the Qdrant server URL, API key, and collection name in the command line or configuration files.

  • Acts as a semantic memory layer on top of the Qdrant database. - Provides tools for storing and retrieving memories in the Qdrant database. - Supports local mode for testing and development. - Configurable via environment variables for flexibility.
  1. Enhancing AI-powered IDEs with contextual memory.
  2. Enabling chat interfaces to remember user interactions.
  3. Creating custom AI workflows that require memory management.

Add to your AI client

Use these steps to connect mcp-server-qdrant: A Qdrant MCP server in Cursor, Claude, VS Code, and other MCP-compatible apps. The same JSON appears in the Use with menu above for one-click copy.

Cursor

Add this to your .cursor/mcp.json file in your project root, then restart Cursor.

.cursor/mcp.json

{
  "mcpServers": {
    "mcp-server-qdrant-qdrant": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-mcp-server-qdrant-qdrant"
      ]
    }
  }
}

Claude Desktop

Add this server entry to the mcpServers object in your Claude Desktop config, then restart the app.

~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

{
  "mcpServers": {
    "mcp-server-qdrant-qdrant": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-mcp-server-qdrant-qdrant"
      ]
    }
  }
}

Claude Code

Add this to your project's .mcp.json file. Claude Code will detect it automatically.

.mcp.json (project root)

{
  "mcpServers": {
    "mcp-server-qdrant-qdrant": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-mcp-server-qdrant-qdrant"
      ]
    }
  }
}

VS Code (Copilot)

Add this to your .vscode/mcp.json file. Requires the GitHub Copilot extension with MCP support enabled.

.vscode/mcp.json

{
  "servers": {
    "mcp-server-qdrant-qdrant": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-mcp-server-qdrant-qdrant"
      ]
    }
  }
}

Windsurf

Add this to your Windsurf MCP config file, then restart Windsurf.

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "mcp-server-qdrant-qdrant": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-mcp-server-qdrant-qdrant"
      ]
    }
  }
}

Cline

Open Cline settings, navigate to MCP Servers, and add this server configuration.

Cline MCP Settings (via UI)

{
  "mcpServers": {
    "mcp-server-qdrant-qdrant": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-mcp-server-qdrant-qdrant"
      ]
    }
  }
}
Developer tools
mcp-server-qdrant: A Qdrant MCP server — MCP Registry