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LangChain

Memory Engine MCP for LangChain

io.github.simoneb79/memory-engine-mcp

Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.

client:LangChain transport:stdio runtime:oci

Install Memory Engine MCP in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memory-engine-mcp": {
            "transport": "stdio",
            "command": "docker",
            "args": ["run", "-i", "--rm", "ghcr.io/simoneb79/memory-engine-mcp:1.5.3"],
        }
})

tools = await client.get_tools()

get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs

Memory Engine MCP in other clients