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mcp/harbor
LangChain

File AI for LangChain

io.github.flyfish-dev/file-ai

Agent-ready local document context with stable anchors.

client:LangChain transport:stdio runtime:npm

Install File AI in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "file-ai": {
            "transport": "stdio",
            "command": "npx",
            "args": ["-y", "@flyfish-dev/file-ai"],
        }
})

tools = await client.get_tools()

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

File AI in other clients

File AI MCP server