mongodb-mcp-server vs mcp-server-qdrant

Side-by-side comparison to help you pick between these two MCP servers.

	mongodb-mcp-server by mongodb-js	mcp-server-qdrant by qdrant
Stars	★ 1,023	★ 1,397
30d uses	—	—
Score	55	55
Official	—	—
Categories	DatabaseDeveloper ToolsCloud Storage	DatabaseAI / LLM ToolsDeveloper Tools
Language	TypeScript	Python
Last commit	this month	1 mo ago

mongodb-mcp-server · Summary

MongoDB MCP Server connects to MongoDB databases and Atlas clusters, offering tools for database operations and Atlas management.

mcp-server-qdrant · Summary

Official Qdrant MCP server for semantic memory storage and retrieval using vector embeddings.

mongodb-mcp-server · Use cases

AI agents querying and analyzing MongoDB databases without direct database access
Automating MongoDB Atlas cluster management through MCP-enabled clients
Building RAG applications that can access MongoDB data as contextual resources

mcp-server-qdrant · Use cases

Building AI applications with long-term memory capabilities
Code search and retrieval for development environments
Enhancing LLM applications with vector-based semantic search

mongodb-mcp-server · Install

Installation

Via NPM (for Claude Desktop)

{
  "mcpServers": {
    "MongoDB": {
      "command": "npx",
      "args": ["-y", "mongodb-mcp-server@latest", "--readOnly"],
      "env": {
        "MDB_MCP_CONNECTION_STRING": "mongodb://localhost:27017/myDatabase"
      }
    }
  }
}

Via Docker

{
  "mcpServers": {
    "MongoDB": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-e",
        "MDB_MCP_READ_ONLY=true",
        "-i",
        "mongodb/mongodb-mcp-server:latest"
      ]
    }
  }
}

mcp-server-qdrant · Install

Installation Options

Using uvx

QDRANT_URL="http://localhost:6333" \
COLLECTION_NAME="my-collection" \
EMBEDDING_MODEL="sentence-transformers/all-MiniLM-L6-v2" \
uvx mcp-server-qdrant

Using Docker

docker build -t mcp-server-qdrant .
docker run -p 8000:8000 \
  -e FASTMCP_SERVER_HOST="0.0.0.0" \
  -e QDRANT_URL="http://your-qdrant-server:6333" \
  -e QDRANT_API_KEY="your-api-key" \
  -e COLLECTION_NAME="your-collection" \
  mcp-server-qdrant

Claude Desktop Configuration

Add to claude_desktop_config.json:

{
  "qdrant": {
    "command": "uvx",
    "args": ["mcp-server-qdrant"],
    "env": {
      "QDRANT_URL": "https://xyz-example.eu-central.aws.cloud.qdrant.io:6333",
      "QDRANT_API_KEY": "your_api_key",
      "COLLECTION_NAME": "your-collection-name",
      "EMBEDDING_MODEL": "sentence-transformers/all-MiniLM-L6-v2"
    }
  }
}

Comparison generated from public README + GitHub signals. Last updated automatically.