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Mcp Memory Graph

io.github.YonasValentin/mcp-memory-graph ยท v2.10.3

Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.

Connect Runs on your machine

Terminal
claude mcp add mcp-memory-graph -e MCP_MEMORY_DB_PATH=<MCP_MEMORY_DB_PATH> -e MCP_MEMORY_MODEL=<MCP_MEMORY_MODEL> -- npx -y [email protected]
claude_desktop_config.json
{
  "mcpServers": {
    "mcp-memory-graph": {
      "command": "npx",
      "args": [
        "-y",
        "[email protected]"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<MCP_MEMORY_MODEL>"
      }
    }
  }
}
~/.cursor/mcp.json
{
  "mcpServers": {
    "mcp-memory-graph": {
      "command": "npx",
      "args": [
        "-y",
        "[email protected]"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<MCP_MEMORY_MODEL>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "mcp-memory-graph": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "[email protected]"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<MCP_MEMORY_MODEL>"
      }
    }
  }
}

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools

This server runs locally, so its tools are listed by your MCP client once it starts.

Environment variables

NameDescription
MCP_MEMORY_DB_PATH
Optional
SQLite database file location (default ~/.mcp-memory/memory.db)
MCP_MEMORY_MODEL
Optional
HuggingFace embedding model name (default Xenova/all-MiniLM-L6-v2)

Details

Package[email protected] (NPM, stdio)
First published6 Jul 2026
Last updated6 Jul 2026
Registry nameio.github.YonasValentin/mcp-memory-graph

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