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Auditable memory (memory3l) for LangChain

io.github.jayzht/memory3l-mcp

Audited memory over MCP: an append-only fact ledger plus verifiable invariants I1-I5.

client:LangChain transport:stdio runtime:pypi

Install Auditable memory (memory3l) in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "memory3l-mcp": {
            "transport": "stdio",
            "command": "uvx",
            "args": ["memory3l-mcp"],
        }
})

tools = await client.get_tools()

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

Auditable memory (memory3l) in other clients