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SOKI (想起) — Personal Memory for LangChain

jp.kitemir/soki

Personal memory outside the AI. Due dates, loose ends and old notes come back on their own.

client:LangChain transport:streamable-http

Install SOKI (想起) — Personal Memory in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "soki": {
            "transport": "streamable_http",
            "url": "https://mcp.kitemir.jp/mcp",
        }
})

tools = await client.get_tools()

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

SOKI (想起) — Personal Memory in other clients