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    Langflow Doc Qa Server

    A Model Context Protocol server for document Q&A powered by Langflow . It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.

    14 stars
    JavaScript
    Updated Jul 30, 2025

    Table of Contents

    • Prerequisites
    • 1. Create Langflow Document Q&A Flow
    • 2. Get Flow API Endpoint
    • Features
    • Tools
    • Development
    • Installation
    • Installing via Smithery
    • Environment Variables
    • Debugging
    • 📜 License

    Table of Contents

    • Prerequisites
    • 1. Create Langflow Document Q&A Flow
    • 2. Get Flow API Endpoint
    • Features
    • Tools
    • Development
    • Installation
    • Installing via Smithery
    • Environment Variables
    • Debugging
    • 📜 License

    Documentation

    Langflow-DOC-QA-SERVER

    MCP Server

    smithery badge

    A Model Context Protocol server for document Q&A powered by Langflow

    This is a TypeScript-based MCP server that implements a document Q&A system. It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.

    Prerequisites

    1. Create Langflow Document Q&A Flow

    1. Open Langflow and create a new flow from the "Document Q&A" template

    2. Configure your flow with necessary components (ChatInput, File Upload, LLM, etc.)

    3. Save your flow

    image

    2. Get Flow API Endpoint

    1. Click the "API" button in the top right corner of Langflow

    2. Copy the API endpoint URL from the cURL command

    Example: http://127.0.0.1:7860/api/v1/run/?stream=false

    3. Save this URL as it will be needed for the API_ENDPOINT configuration

    image

    Features

    Tools

    • query_docs - Query the document Q&A system
    • Takes a query string as input
    • Returns responses from the Langflow backend

    Development

    Install dependencies:

    bash
    npm install

    Build the server:

    bash
    npm run build

    For development with auto-rebuild:

    bash
    npm run watch

    Installation

    To use with Claude Desktop, add the server config:

    On MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json

    On Windows: %APPDATA%/Claude/claude_desktop_config.json

    json
    {
      "mcpServers": {
        "langflow-doc-qa-server": {
          "command": "node",
          "args": [
            "/path/to/doc-qa-server/build/index.js"
          ],
          "env": {
            "API_ENDPOINT": "http://127.0.0.1:7860/api/v1/run/480ec7b3-29d2-4caa-b03b-e74118f35fac"
          }
        }
      }
    }

    image

    Installing via Smithery

    To install Document Q&A Server for Claude Desktop automatically via Smithery:

    bash
    npx -y @smithery/cli install @GongRzhe/Langflow-DOC-QA-SERVER --client claude

    Environment Variables

    The server supports the following environment variables for configuration:

    • API_ENDPOINT: The endpoint URL for the Langflow API service. Defaults to http://127.0.0.1:7860/api/v1/run/480ec7b3-29d2-4caa-b03b-e74118f35fac if not specified.

    Debugging

    Since MCP servers communicate over stdio, debugging can be challenging. We recommend using the MCP Inspector, which is available as a package script:

    bash
    npm run inspector

    The Inspector will provide a URL to access debugging tools in your browser.

    📜 License

    This project is licensed under the MIT License.

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