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LangChain

RCLL for LangChain

ai.rcll/fleet-memory

Self-hosted shared memory for a team of AI agents. Rooms, L0-L3 depth, no LLM on the read path.

client:LangChain transport:stdio runtime:npm

Install RCLL in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

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

tools = await client.get_tools()

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

RCLL in other clients