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mcp/harbor
Windsurf

Graph-Mem for Windsurf

io.github.sathvik-1007/graphmem-mcp

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

client:Windsurf transport:stdio runtime:pypi

Install Graph-Mem in Windsurf

~/.codeium/windsurf/mcp_config.json · windows: %USERPROFILE%\.codeium\windsurf\mcp_config.json

Held in this page only — never stored, logged, or sent anywhere but back to your screen. 

{
  "mcpServers": {
    "graphmem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ],
      "env": {
        "GRAPHMEM_DB_PATH": "<GRAPHMEM_DB_PATH>",
        "GRAPHMEM_EMBEDDING_MODEL": "<GRAPHMEM_EMBEDDING_MODEL>",
        "GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
        "GRAPHMEM_LOG_LEVEL": "<GRAPHMEM_LOG_LEVEL>"
      }
    }
  }
}

Global only — Windsurf has no per-project MCP config. Refresh Cascade after saving. Windsurf docs

Graph-Mem in other clients

Graph-Mem MCP server