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mcp/harbor
LangChain

Local Memory for LangChain

io.github.studiomeyer-io/local-memory-mcp

Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

client:LangChain transport:stdio runtime:npm

Install Local Memory in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "local-memory-mcp": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "@studiomeyer/local-memory-mcp"],
        }
})

tools = await client.get_tools()

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

Local Memory in other clients

Local Memory MCP server