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LangChain

N3MemoryCore Lite (Working Memory) for LangChain

io.github.neuralnexusnote/n3mc-workingmemory

Ephemeral 7-day hybrid vector+BM25 working memory, multilingual, backed by Redis Stack.

client:LangChain transport:stdio runtime:pypi

Install N3MemoryCore Lite (Working Memory) in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "n3mc-workingmemory": {
            "transport": "stdio",
            "command": "uvx",
            "args": ["n3memorycore-mcp-lite"],
        }
})

tools = await client.get_tools()

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

N3MemoryCore Lite (Working Memory) in other clients