TL;DR
Graph-Mem is a Model Context Protocol (MCP) server. Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys. Install with: uvx graphmem-mcp. Source: https://github.com/Sathvik-1007/GraphMem-MCP. Compatible with MCP clients such as Claude Desktop, Cursor, Cline and Windsurf.
Graph-Mem
Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
Install Command
uvx graphmem-mcpFrequently Asked Questions
Graph-Mem is a Model Context Protocol server that Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
You can install it by running the install command: `uvx graphmem-mcp`. It then becomes available to any MCP-compatible client such as Claude, Cursor, Cline, Windsurf.
The Graph-Mem MCP Server is compatible with any client that speaks the Model Context Protocol — including Claude, Cursor, Cline, Windsurf.
Check the project license on its repository before use.
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Details
- Agent Rank
- 18.9
- License
- Last Updated
- Aug 12, 2026
- Languages
- Python
Client Compatibility
Speaks the Model Context Protocol — works with any compatible client.