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LangChain

MemCell for LangChain

ai.memcell/memcell

Living memory for AI coding agents: recall before acting, report outcomes so confidence is earned.

client:LangChain transport:streamable-http runtime:npm

Install MemCell in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memcell": {
            "transport": "streamable_http",
            "url": "https://memcell.ai/mcp",
        }
})

tools = await client.get_tools()

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

MemCell in other clients