Graph-Mem

Overview

Graph-Mem is a Model Context Protocol server that provides persistent knowledge-graph memory for AI agents with built-in local semantic search, no API keys required. As an MCP server, it lets AI assistants call Graph-Mem as native tools rather than requiring manual data transfer between applications.

The server runs entirely on your machine via the graphmem-mcp Python package, installed through uvx. It communicates with MCP clients over stdio and needs no credentials to operate. Graph-Mem is released under the MIT license at version v1.0.0, with full source code available at Sathvik-1007/GraphMem-MCP on GitHub.

Graph-Mem is listed in the AI & Agents category and works with any MCP-compatible client including Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, and Zed. If you maintain this project, claim your listing on mcp.site to verify ownership and keep information current.

Installation

// claude_desktop_config.json
{
  "mcpServers": {
    "graph_mem": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ]
    }
  }
}