mcp memory graph for LangChain
io.github.yonasvalentin/mcp-memory-graph
Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
client:LangChain
transport:stdio
runtime:npm
Install mcp memory graph in LangChain
pip install langchain-mcp-adapters
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"mcp-memory-graph": {
"transport": "stdio",
"command": "npx",
"args": ["-y", "mcp-memory-graph"],
}
})
tools = await client.get_tools()
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs