beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Continue: Complete MCP Integration

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

When integrated with Continue, 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 Continue, 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 Continue
  • 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
  • Continue installed and configured
  • Compatible operating system (VS Code, JetBrains IDEs, Cross-platform)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Continue

  1. Open Continue 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 Continue:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Extension Installation Failed

Symptoms: Marketplace errors, Extension not appearing

Cause: IDE version incompatibility or marketplace issues

Solution:

  • Check IDE version meets minimum requirements
  • Try manual installation from extension file
  • Clear IDE cache and restart
  • Check internet connectivity and proxy settings

MCP Configuration Not Loaded

Symptoms: Settings not applied, Server not connecting

Cause: Configuration file errors or location issues

Solution:

  • Verify JSON syntax in configuration file
  • Check configuration file location and permissions
  • Use absolute paths for server executables
  • Restart IDE after configuration changes

Server Tools Not Available

Symptoms: Continue working but no MCP tools, Limited functionality

Cause: Server connection or protocol issues

Solution:

  • Verify MCP server installation and PATH
  • Test server independently from command line
  • Check server logs for connection errors
  • Ensure server implements MCP protocol correctly

IDE Performance Issues

Symptoms: Slow responses, IDE freezing

Cause: Resource usage or configuration problems

Solution:

  • Check system resources and available memory
  • Reduce number of concurrent MCP servers
  • Update Continue extension to latest version
  • Configure appropriate timeout settings

AgentQL not appearing in Continue

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with Continue:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + Continue: MCP Setup Guide (2026)