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Qdrant MCP Server

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Overview

Qdrant MCP Server is a server designed for interacting with the Qdrant vector database, providing tools for managing vectors, performing similarity searches, and automatic text-to-vector embedding using the MCP (Master Control Program) framework.

To use the Qdrant MCP Server, you can either run it locally by installing the package and executing the server command, or you can run it using Docker by building the Docker image and running the container with the appropriate environment variables.

  • Automatic text-to-vector embedding using FastEmbed - Store and retrieve text content with vector search - Text similarity search by content - Efficient embedding with optimized models - Tools for managing vectors and performing searches
  1. Storing and retrieving text data efficiently using vector embeddings.
  2. Performing similarity searches to find related content.
  3. Integrating with applications that require fast text processing and retrieval.

Add to your AI client

Use these steps to connect 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": {
    "qdrant-mcp-server-jimmy974": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-qdrant-mcp-server-jimmy974"
      ]
    }
  }
}

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": {
    "qdrant-mcp-server-jimmy974": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-qdrant-mcp-server-jimmy974"
      ]
    }
  }
}

Claude Code

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

.mcp.json (project root)

{
  "mcpServers": {
    "qdrant-mcp-server-jimmy974": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-qdrant-mcp-server-jimmy974"
      ]
    }
  }
}

VS Code (Copilot)

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

.vscode/mcp.json

{
  "servers": {
    "qdrant-mcp-server-jimmy974": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-qdrant-mcp-server-jimmy974"
      ]
    }
  }
}

Windsurf

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

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "qdrant-mcp-server-jimmy974": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-qdrant-mcp-server-jimmy974"
      ]
    }
  }
}

Cline

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

Cline MCP Settings (via UI)

{
  "mcpServers": {
    "qdrant-mcp-server-jimmy974": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-qdrant-mcp-server-jimmy974"
      ]
    }
  }
}

FAQ

How do I configure the server?

You can configure the server by creating a `.env` file based on the provided template, setting the Qdrant connection settings and default collection configurations.

Can I run the server with Docker?

Yes! You can build and run the server using Docker with the provided commands.

What if I use self-signed certificates?

If using self-signed certificates, set `QDRANT_VERIFY_SSL=False` in your configuration.7:["$","div",null,{"className":"container mx-auto flex flex-col gap-4","children":["$L26","$L27",["$","$L28",null,{"currentProject":{"id":3301,"uuid":"93fa29bd-e471-424c-aca2-85d353a77878","name":"qdrant-mcp-server","title":"Qdrant MCP Server","description":"","avatar_url":"https://avatars.githubusercontent.com/u/446307?v=4","created_at":"2025-03-18T17:17:04.315Z","updated_at":"2025-03-18T17:17:16.831Z","status":"created","author_name":"Jimmy974","author_avatar_url":"https://avatars.githubusercontent.com/u/446307?v=4","tags":"[]","category":"developer-tools","is_featured":false,"sort":1,"url":"https://github.com/Jimmy974/qdrant-mcp-server","target":"_self","content":"$29","summary":"$2a","img_url":null,"type":null,"metadata":"{\"star\":\"0\",\"license\":\"\",\"language\":\"Python\",\"is_official\":false,\"latest_commit_time\":\"2025-03-18 17:44:04\"}","user_uuid":null,"tools":null,"sse_url":null,"sse_provider":null,"sse_params":null,"is_official":false,"server_command":null,"server_params":null,"server_config":null,"allow_call":false,"is_innovation":false,"is_dxt":false,"dxt_manifest":null,"dxt_file_url":null,"is_audit":false},"randomProjects":[],"currentServerKey":"$undefined"}]]}]

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