beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Windsurf Editor: Complete MCP Integration

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

When integrated with Windsurf Editor, 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 Windsurf Editor, 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 Windsurf Editor
  • 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
  • Windsurf Editor installed and configured
  • Compatible operating system (Desktop App)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Windsurf Editor

  1. Locate your configuration file:

    • Windows: %USERPROFILE%\.codeium\windsurf\mcp_config.json
    • macOS: ~/.codeium/windsurf/mcp_config.json
    • Linux: ~/.codeium/windsurf/mcp_config.json
  2. Add server configuration:

{
  "mcpServers": {
    "agentql": {
      "command": "agentql",
      "args": []
    }
  }
}

Note: If AgentQL requires environment variables, add them to the server configuration:
"env": {
  "AGENTQL_API_KEY": "aql_1234567890abcdef"
}

  1. Restart Windsurf Editor

Completely quit and restart Windsurf Editor to load the new configuration.

Examples

Once configured, you can use AgentQL in Windsurf Editor:

E-commerce Product Monitoring

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Ask Windsurf Editor: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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Ask Windsurf Editor: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Tools Not Appearing

Symptoms: Cascade does not see new tools, Hammer icon missing

Cause: Configuration syntax error or server failed to start.

Solution:

  • Check the JSON configuration for syntax errors.
  • Verify the command (e.g., npx, python) is in your system PATH.
  • Check Windsurf logs for MCP connection errors.

Environment Variables

Symptoms: Authentication failed, Permission denied

Cause: Missing API keys in configuration.

Solution:

  • Ensure env block is correctly defined inside the server config.
  • Restart Windsurf after changing environment variables.

AgentQL not appearing in Windsurf Editor

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with Windsurf Editor:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + Windsurf Editor: MCP Setup Guide (2026)