beginner⏱️ 12-22 minutes📅 Updated June 2026

Step-by-step guide to integrate AgentQL MCP server with WhatsMCP. Includes extract_data and scrape_structured.

AgentQL + WhatsMCP: Complete MCP Integration

AgentQL is a MCP server that Enable AI agents to get structured data from unstructured web with AgentQL..

When integrated with WhatsMCP, you can:

  • Extract structured data from web pages using natural language
  • Scrape web data with structured field definitions
  • Monitor web pages for content changes

This guide provides step-by-step instructions to set up AgentQL in WhatsMCP, including configuration, examples, and troubleshooting.

What You'll Achieve

After completing this setup:

  • AgentQL will be fully integrated and operational
  • You can use AgentQL tools directly in WhatsMCP
  • All AgentQL capabilities will be available for your workflows
  • Access to 3 different tools

Prerequisites

Before starting, ensure you have:

  • API key from AgentQL Dev Portal
  • WhatsMCP installed and configured
  • Compatible operating system (WhatsApp, Wassist Web)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure WhatsMCP

  1. Open WhatsMCP settings
  2. Navigate to MCP server configuration
  3. Add AgentQL server with appropriate settings
  4. Save and restart if needed

Examples

Once configured, you can use AgentQL in WhatsMCP:

E-commerce Product Monitoring

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Ask WhatsMCP: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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Ask WhatsMCP: "Get headlines, summaries, and publish dates from news site"

Expected Result: undefined

Social Media Insights

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Ask WhatsMCP: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

  1. Launch WhatsMCP
  2. Verify AgentQL is available in the tools list
  3. Test basic AgentQL functionality

Troubleshooting

Common Issues

Server Not Reachable

Symptoms: Wassist fails to connect, Tools not showing up

Cause: Localhost URL used without tunneling, or firewall blocking connection.

Solution:

  • Use ngrok or similar to expose local server: ngrok http 8080
  • Ensure the URL starts with https://
  • Check server logs for incoming requests

Tool Execution Failed

Symptoms: Error message in WhatsApp chat, Timeout

Cause: Bug in MCP server implementation or long-running task.

Solution:

  • Check your MCP server logs for errors.
  • Ensure tools return results within timeout limits.

AgentQL not appearing in WhatsMCP

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check AgentQL installation
  • Restart WhatsMCP
  • Check logs for error messages

Next Steps

Now that AgentQL is integrated with WhatsMCP:

  • Explore all AgentQL capabilities through WhatsMCP
  • Check out other MCP servers that work with WhatsMCP
  • Join the MCP community for tips and support
  • Consider contributing to AgentQL development

Need Help?

Related Resources

More Integrations

Explore other MCP servers that work with WhatsMCP

Need Help?

Join the MCP community for support and discussions

AgentQL + WhatsMCP: MCP Setup Guide (2026)