beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + HyperAgent: Complete MCP Integration

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

When integrated with HyperAgent, 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 HyperAgent, 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 HyperAgent
  • 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
  • HyperAgent installed and configured
  • Compatible operating system (Node.js, Cross-platform)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure HyperAgent

  1. Open HyperAgent 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 HyperAgent:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Installation Fails

Symptoms: npm install errors, Package not found

Cause: Node.js version incompatibility or network issues

Solution:

  • Verify Node.js version 16 or higher is installed
  • Clear npm cache with npm cache clean --force
  • Try using yarn instead of npm
  • Check network connectivity and npm registry access

Playwright Browser Download Fails

Symptoms: Browser installation errors, Timeout during browser download

Cause: Network connectivity or disk space issues

Solution:

  • Check internet connection and firewall settings
  • Ensure sufficient disk space for browser binaries
  • Try manual browser installation with npx playwright install
  • Set PLAYWRIGHT_DOWNLOAD_HOST if behind corporate proxy

MCP Server Connection Failed

Symptoms: Server not found, Connection timeout, Tool unavailable

Cause: Server installation or path configuration issues

Solution:

  • Verify MCP server is properly installed
  • Check server executable permissions
  • Use absolute path to server executable
  • Test server independently before integration

Web Automation Not Working

Symptoms: Page navigation fails, Element interactions timeout

Cause: Playwright configuration or browser issues

Solution:

  • Ensure browsers are properly installed with npx playwright install
  • Check headless mode settings and browser compatibility
  • Verify target website accessibility and network connectivity
  • Review Playwright documentation for troubleshooting

AgentQL not appearing in HyperAgent

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with HyperAgent:

  • Explore all AgentQL capabilities through HyperAgent
  • Check out other MCP servers that work with HyperAgent
  • 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 HyperAgent

Need Help?

Join the MCP community for support and discussions

AgentQL + HyperAgent: MCP Setup Guide (2026)