Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
Use this profile to copy client config, check auth requirements, review tools and resources, and compare related MCP servers before adding it to an AI client.
Get practical integration notes and launch examples for MCP servers like Graph-Mem.
uvx graphmem-mcp{
"GRAPHMEM_DB_PATH": "YOUR_VALUE_HERE",
"GRAPHMEM_EMBEDDING_MODEL": "YOUR_VALUE_HERE",
"GRAPHMEM_TRAVERSAL_NODE_BUDGET": "YOUR_VALUE_HERE",
"GRAPHMEM_LOG_LEVEL": "YOUR_VALUE_HERE"
}Add this server entry to the mcpServers object in your Claude Desktop config, then restart the app.
{
"mcpServers": {
"io-github-sathvik-1007-graphmem-mcp": {
"command": "uvx",
"args": [
"graphmem-mcp"
],
"env": {
"GRAPHMEM_DB_PATH": "YOUR_VALUE_HERE",
"GRAPHMEM_EMBEDDING_MODEL": "YOUR_VALUE_HERE",
"GRAPHMEM_TRAVERSAL_NODE_BUDGET": "YOUR_VALUE_HERE",
"GRAPHMEM_LOG_LEVEL": "YOUR_VALUE_HERE"
}
}
}
}~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%\Claude\claude_desktop_config.jsonNo remote HTTP endpoint is advertised. Use the package or stdio setup shown in Install.
Graph-Mem is an MCP server for Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.. It supports STDIO transport.
Use the generated config in Install. This server runs with uvx graphmem-mcp; add any required environment variables before starting your client.
Choose the Claude Desktop tab in Install and copy the config for uvx graphmem-mcp. Add required environment variables before starting Claude Desktop.
Choose the Claude Code tab in Install and copy the config for uvx graphmem-mcp. Add required environment variables before starting Claude Code.
Choose the Codex tab in Install and copy the config for uvx graphmem-mcp. Add required environment variables before starting Codex.
Choose the Cursor or VS Code tab in Install and copy the config for uvx graphmem-mcp. Add required environment variables before starting Cursor or VS Code.
Graph-Mem uses STDIO transport. Use the package or command config in Install.
Graph-Mem inventory is listed when the MCP endpoint exposes tools, resources, or prompts. Some servers require auth first.
Graph-Mem does not advertise a verified auth requirement. If discovery fails, it may still need provider login, an API key, a bearer token, or a session header.
| Package | Registry | Version | Inputs |
|---|---|---|---|
graphmem-mcpstdio | pypi | 1.0.0 | Env: GRAPHMEM_DB_PATH Env: GRAPHMEM_EMBEDDING_MODEL Env: GRAPHMEM_TRAVERSAL_NODE_BUDGET Env: GRAPHMEM_LOG_LEVEL |