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mcp/harbor
LangChain

Memory Kernel for LangChain

io.github.artem362/memory-kernel

Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.

client:LangChain transport:stdio runtime:pypi

Install Memory Kernel in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

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

tools = await client.get_tools()

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

Memory Kernel in other clients

Memory Kernel MCP server