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MCP server · Developer Tools

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.

Unclaimed MIT last commit a year ago devtools
49Fair

Scored 8 days ago · breakdown

About Langflow-DOC-QA-SERVER

Langflow-DOC-QA-SERVER is an MCP server published by GongRzhe in the Developer Tools category: 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.

The repository has 15 stars and 8 forks, with the last commit a year ago. Six months or more without a commit doesn't mean the server is broken, but check the open issues before depending on it in production.

Install

From source
git clone https://github.com/GongRzhe/Langflow-DOC-QA-SERVER

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (1)

query_docsQuery the document Q&A system

Parameters not published.

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Security checks

Static checks derived from the repository 7 days ago. Heuristics on the source, not an audit.

  • ✓README presentThe repository ships documentation.
  • ✓License declaredUsable under a stated license.
  • !Tests presentNo tests found. Behaviour changes may go unnoticed between versions.
  • ✓Dependencies pinnedA lockfile pins dependency versions.
  • ✓No dynamic code executionSource scan found no eval, dynamic Function, or shell execution.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

README

Langflow-DOC-QA-SERVER

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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/<flow-id>?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:

npm install

Build the server:

npm run build

For development with auto-rebuild:

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

{
  "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:

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:

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.

README fetched from the repository 7 days ago. The original is authoritative.

Questions

About Langflow-DOC-QA-SERVER

How do I install Langflow-DOC-QA-SERVER?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Langflow-DOC-QA-SERVER safe to use with an AI agent?

Its trust score is 49 out of 100 (fair). It passes 4 of the 6 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Langflow-DOC-QA-SERVER still maintained?

The last commit was a year ago. That's long enough that you should check whether the maintainer is responding to issues before depending on it.