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memgraph/ai-toolkit

@Memgraph

Memgraph MCP Server is a lightweight server implementation of the Model Context Protocol (MCP) designed to connect Memgraph with LLMs

memgraph
graph-database
mcp-server
llm-integration

# mcpServer Config

{
  "mcpServers": {
    "mpc-memgraph": {
      "command": "uv",
      "args": [
        "run",
        "--with",
        "mcp-memgraph",
        "--python",
        "3.13",
        "mcp-memgraph"
      ]
    }
  }
}

# stdio

docker run --rm -i -e MCP_TRANSPORT=stdio mcp-memgraph:latest

# streamableURL

http://localhost:8000/mcp/
Transport:
streamable
stdio
Language:
python
Updated:8/10/2025