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mcp/harbor
LangChain

Memory Fabric for LangChain

io.github.elvirafa/memory-fabric

File-first, local-first MCP memory for AI coding assistants: Markdown + YAML, no vector DB.

client:LangChain transport:stdio runtime:pypi

Install Memory Fabric in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

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

tools = await client.get_tools()

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

Memory Fabric in other clients

Memory Fabric MCP server