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mcp/harbor
LangChain

Docs Ask (local docs RAG) for LangChain

io.github.alyiox/mcp-docs-ask

Local RAG MCP for markdown documentation. Retrieval only; host synthesizes answers.

client:LangChain transport:stdio runtime:pypi

Install Docs Ask (local docs RAG) in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

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

tools = await client.get_tools()

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

Docs Ask (local docs RAG) in other clients

Docs Ask (local docs RAG) MCP server