Skip to content
LangChain

memory mcp for LangChain

io.github.chenxiaofie/memory-mcp

情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力

client:LangChain transport:stdio runtime:pypi

Install memory mcp in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memory-mcp": {
            "transport": "stdio",
            "command": "uvx",
            "args": ["chenxiaofie-memory-mcp"],
        }
})

tools = await client.get_tools()

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

memory mcp in other clients