Graph-Mem for LangChain
io.github.sathvik-1007/graphmem-mcp
Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
client:LangChain
transport:stdio
runtime:pypi
Install Graph-Mem in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"graphmem-mcp": {
"transport": "stdio",
"command": "uvx",
"args": ["graphmem-mcp"],
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs