beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Glama: Complete MCP Integration

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

When integrated with Glama, 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 Glama, 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 Glama
  • 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
  • Glama installed and configured
  • Compatible operating system (Web Platform, API Access)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Glama

  1. Open Glama 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 Glama:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Server Not Found

Symptoms: No search results, Missing from directory

Cause: Server not yet listed or incorrect search terms

Solution:

  • Try alternative search terms or categories
  • Check if server is community-contributed
  • Submit server for inclusion in directory
  • Use general MCP integration guides

Outdated Integration Guide

Symptoms: Instructions don't work, Old client versions

Cause: Documentation needs updating

Solution:

  • Check for community updates or corrections
  • Adapt instructions for current client versions
  • Contribute updated documentation
  • Ask community for current best practices

Community Support Needed

Symptoms: Complex integration issues, Custom requirements

Cause: Advanced or unique integration scenario

Solution:

  • Post questions in community forums
  • Share specific error messages and logs
  • Connect with other users of same server
  • Consider contributing solutions back to community

AgentQL not appearing in Glama

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with Glama:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + Glama: MCP Setup Guide (2026)