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MCP Server for Qdrant

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Overview

MCP Server for Qdrant is a Machine Control Protocol server designed for storing and retrieving information from a Qdrant vector database.

To use the MCP Server, you can install it via pip or clone it from the source. Configuration is done through environment variables, and you can run it locally or using Docker.

  • Store text information with optional metadata in Qdrant - Semantic search capabilities for stored information - Integration with FastEmbed for text embeddings - Environment-based configuration - Docker support for easy deployment
  1. Storing and retrieving large volumes of text data efficiently.
  2. Performing semantic searches to find relevant information quickly.
  3. Integrating with applications that require vector-based data storage and retrieval.

Add to your AI client

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

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

Windsurf

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

~/.codeium/windsurf/mcp_config.json

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

Cline

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

Cline MCP Settings (via UI)

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

FAQ

How do I install MCP Server for Qdrant?

You can install it using pip with the command `pip install mcp-server-qdrant` or clone it from GitHub.

Can I run MCP Server in a Docker container?

Yes! MCP Server supports Docker for easy deployment.

What is the purpose of the FastEmbed integration?

FastEmbed is used for generating text embeddings, which enhances the semantic search capabilities of the server.7:["$","div",null,{"className":"container mx-auto flex flex-col gap-4","children":["$L26","$L27",["$","$L28",null,{"currentProject":{"id":3230,"uuid":"4046823e-a0ca-42ce-bbf5-14f127bf407b","name":"mcp-server-qdrant","title":"MCP Server for Qdrant","description":"","avatar_url":"https://avatars.githubusercontent.com/u/446307?v=4","created_at":"2025-03-18T08:01:33.296Z","updated_at":"2025-03-18T14:33:28.780Z","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/mcp-server-qdrant","target":"_self","content":"$29","summary":"$2a","img_url":null,"type":null,"metadata":"{\"star\":\"0\",\"license\":\"\",\"language\":\"Shell\",\"is_official\":false,\"latest_commit_time\":\"2025-03-18 14:44:10\"}","user_uuid":null,"tools":null,"sse_url":null,"sse_provider":null,"sse_params":null,"is_official":false,"server_command":null,"server_params":null,"server_config":null,"allow_call":false,"is_innovation":false,"is_dxt":false,"dxt_manifest":null,"dxt_file_url":null,"is_audit":false},"randomProjects":[],"currentServerKey":"$undefined"}]]}]

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