beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Daydreams Agents: Complete MCP Integration

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

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

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Daydreams Agents

  1. Open Daydreams Agents 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 Daydreams Agents:

E-commerce Product Monitoring

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Ask Daydreams Agents: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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Ask Daydreams Agents: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Platform Access Issues

Symptoms: Cannot log in, Dashboard not loading

Cause: Account or browser issues

Solution:

  • Verify account credentials and status
  • Try different browser or clear cache
  • Check internet connectivity
  • Contact Daydreams support for account issues

MCP Server Connection Failed

Symptoms: Server not connecting, Connection timeout

Cause: Server configuration or network issues

Solution:

  • Verify server endpoint URL is correct
  • Check server authentication configuration
  • Ensure server is running and accessible
  • Test server connectivity from other tools

Agent Not Using MCP Tools

Symptoms: Agent running but not using tools, Limited capabilities

Cause: Agent configuration or tool assignment issues

Solution:

  • Verify tools are properly assigned to agent
  • Check agent configuration and permissions
  • Review agent behavior and trigger conditions
  • Test with simpler tool usage scenarios

AgentQL not appearing in Daydreams Agents

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with Daydreams Agents:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + Daydreams Agents: MCP Setup Guide (2026)