beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Cline: Complete MCP Integration

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

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

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Cline

  1. Open Cline 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 Cline:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Extension Not Loading

Symptoms: Cline extension not appearing, Command palette empty

Cause: Extension installation or VS Code configuration issue

Solution:

  • Verify extension is properly installed via Extensions panel
  • Check VS Code version compatibility
  • Reload VS Code window or restart application
  • Check VS Code developer console for error messages

MCP Server Not Found

Symptoms: Server command not found, Tools unavailable in Cline

Cause: Server not installed or not accessible from VS Code

Solution:

  • Verify MCP server installation and PATH configuration
  • Test server command from VS Code integrated terminal
  • Use absolute path to server executable in configuration
  • Check server executable permissions

Configuration Not Applied

Symptoms: Settings changes not taking effect, Old configuration persisting

Cause: VS Code settings not reloaded or invalid configuration

Solution:

  • Reload VS Code window after configuration changes
  • Verify JSON syntax in settings.json is valid
  • Check Cline extension settings panel for errors
  • Review VS Code developer console for configuration warnings

Tool Execution Fails

Symptoms: MCP tools available but not working, Error during tool execution

Cause: Server configuration or environment issues

Solution:

  • Verify environment variables are set correctly
  • Check server logs for execution errors
  • Test server functionality outside of VS Code
  • Ensure all required dependencies are installed

AgentQL not appearing in Cline

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with Cline:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + Cline: MCP Setup Guide (2026)