beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Toolprint: Complete MCP Integration

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

When integrated with Toolprint, 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 Toolprint, 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 Toolprint
  • 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
  • Toolprint installed and configured
  • Compatible operating system (Cross-Platform)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Toolprint

  1. Open Toolprint 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 Toolprint:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

CLI Authentication Failed

Symptoms: Login prompt fails, Unable to authenticate

Cause: Network or credential issues

Solution:

  • Check internet connection
  • Verify account credentials
  • Try clearing authentication cache
  • Contact Toolprint support if issues persist

MCP Server Not Starting

Symptoms: Port 7001 not accessible, Server startup fails

Cause: Port conflict or Node.js issues

Solution:

  • Check if port 7001 is already in use
  • Verify Node.js installation and version
  • Try restarting the CLI command
  • Check system firewall settings

Tool Selection Not Working

Symptoms: search_tools returns no results, Tool recommendations missing

Cause: Configuration or service connectivity issues

Solution:

  • Verify internet connection for tool discovery
  • Check Toolprint service status
  • Restart MCP server: toolprint mcp
  • Verify MCP client configuration

AgentQL not appearing in Toolprint

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with Toolprint:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + Toolprint: MCP Setup Guide (2026)