Graph-Mem MCP Server

by sathvik-1007io.github.Sathvik-1007/graphmem-mcpv1.0.0

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

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Maintained3mo ago

Install Graph-Mem MCP server

claude mcp add graphmem -- uvx graphmem-mcp

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

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (project).

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

Settings → Developer → Edit Config (claude_desktop_config.json), then restart.

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

Add to .vscode/mcp.json in your workspace.

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

Add to ~/.codeium/windsurf/mcp_config.json.

Variable	Required	Secret	Description
GRAPHMEM_DB_PATH	—	—	Path to the SQLite database file. Defaults to .graphmem/graph.db relative to the working directory.
GRAPHMEM_EMBEDDING_MODEL	—	—	sentence-transformers model ID used for semantic search. Defaults to all-MiniLM-L6-v2, downloaded on first use.
GRAPHMEM_TRAVERSAL_NODE_BUDGET	—	—	Maximum entities visited by a single graph traversal. Defaults to 5000.
GRAPHMEM_LOG_LEVEL	—	—	Logging verbosity: DEBUG, INFO, WARNING, ERROR, or CRITICAL. Defaults to WARNING.