Graph-Mem

Name: Graph-Mem
Author: Sathvik-1007

Sathvik-1007

Production-grade Graph-RAG MCP server with local embeddings — persistent knowledge graphs for any LLM-powered CLI agent

Setup

Choose your client, copy the config, then fill in any required environment variables.

claude mcp add graph-mem -- uvx graphmem-mcp

~/.codex/config.toml

[mcp_servers.graph-mem]
command = "uvx"
args = ["graphmem-mcp"]

# codex mcp add graph-mem -- uvx graphmem-mcp

~/.cursor/mcp.json

{
  "mcpServers": {
    "graph-mem": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ]
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "graph-mem": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ]
    }
  }
}

~/.gemini/settings.json

{
  "mcpServers": {
    "graph-mem": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ]
    }
  }
}

claude_desktop_config.json

{
  "mcpServers": {
    "graph-mem": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ]
    }
  }
}

.trae/mcp.json

{
  "mcpServers": {
    "graph-mem": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ]
    }
  }
}