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Langflow-DOC-QA-SERVER

Langflow-DOC-QA-SERVER

by GongRzhe
GitHub

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.

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Langflow-DOC-QA-SERVER

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

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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/<flow-id>?stream=false
  3. Save this URL as it will be needed for the API_ENDPOINT configuration

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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:

1npm install

Build the server:

1npm run build

For development with auto-rebuild:

1npm 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

1{ 2 "mcpServers": { 3 "langflow-doc-qa-server": { 4 "command": "node", 5 "args": [ 6 "/path/to/doc-qa-server/build/index.js" 7 ], 8 "env": { 9 "API_ENDPOINT": "http://127.0.0.1:7860/api/v1/run/480ec7b3-29d2-4caa-b03b-e74118f35fac" 10 } 11 } 12 } 13}

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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:

1npm run inspector

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

📜 License

This project is licensed under the MIT License.