beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + FLUJO: Complete MCP Integration

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

When integrated with FLUJO, 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 FLUJO, 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 FLUJO
  • 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
  • FLUJO installed and configured
  • Compatible operating system (Web Browser, Docker, Node.js)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure FLUJO

  1. Open FLUJO 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 FLUJO:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

FLUJO Not Starting

Symptoms: Application won't start, Connection errors

Cause: Installation or configuration issues

Solution:

  • Check Node.js/Docker installation
  • Verify port 3000 is available
  • Check application logs for errors
  • Ensure all dependencies are installed

MCP Server Not Connecting

Symptoms: Server shows red status, Connection timeout

Cause: Server configuration or network issues

Solution:

  • Verify server installation and PATH
  • Check server executable permissions
  • Test server independently before FLUJO integration
  • Review FLUJO logs for connection errors

Workflow Execution Fails

Symptoms: Workflow errors, Tool execution failures

Cause: Workflow configuration or server issues

Solution:

  • Start with simple workflows for testing
  • Verify all required servers are connected
  • Check workflow step configuration
  • Review execution logs for specific errors

AgentQL not appearing in FLUJO

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with FLUJO:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + FLUJO: MCP Setup Guide (2026)