beginner⏱️ 12-22 minutes📅 Updated June 2026

Step-by-step guide to integrate AgentQL MCP server with 5ire. Includes extract_data and scrape_structured.

AgentQL + 5ire: Complete MCP Integration

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

When integrated with 5ire, 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 5ire, 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 5ire
  • 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
  • 5ire installed and configured
  • Compatible operating system (Windows, macOS, Linux)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure 5ire

  1. Open 5ire 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 5ire:

E-commerce Product Monitoring

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Ask 5ire: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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Ask 5ire: "Get headlines, summaries, and publish dates from news site"

Expected Result: undefined

Social Media Insights

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Ask 5ire: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

  1. Launch 5ire
  2. Verify AgentQL is available in the tools list
  3. Test basic AgentQL functionality

Troubleshooting

Common Issues

Server Not Detected

Symptoms: MCP server not appearing in tools, Configuration not saved

Cause: Installation path or configuration error

Solution:

  • Verify server installation path is correct
  • Check server executable permissions
  • Restart 5ire application
  • Check application logs for error messages

Tool Execution Fails

Symptoms: Server tools available but not working, Error messages during execution

Cause: Environment variables or dependencies missing

Solution:

  • Verify all required environment variables are set
  • Check server dependencies are installed
  • Review server logs for specific errors
  • Test server independently outside of 5ire

AgentQL not appearing in 5ire

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check AgentQL installation
  • Restart 5ire
  • Check logs for error messages

Next Steps

Now that AgentQL is integrated with 5ire:

  • Explore all AgentQL capabilities through 5ire
  • Check out other MCP servers that work with 5ire
  • 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 5ire

Need Help?

Join the MCP community for support and discussions

AgentQL + 5ire: MCP Setup Guide (2026)