AgentQL + Raycast MCP Extension: Complete MCP Integration

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

When integrated with Raycast MCP Extension, 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 Raycast MCP Extension, 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 Raycast MCP Extension
• 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
• Raycast MCP Extension installed and configured
• Compatible operating system (macOS)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Raycast MCP Extension

1. Open Raycast MCP Extension 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 Raycast MCP Extension:

E-commerce Product Monitoring

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Ask Raycast MCP Extension: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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Ask Raycast MCP Extension: "Get headlines, summaries, and publish dates from news site"

Expected Result: undefined

Social Media Insights

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Ask Raycast MCP Extension: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Tools Not Available

Symptoms: AI does not use tools, Server error

Cause: Node.js or Python not found in Raycast PATH.

Solution:

• Raycast inherits a specific environment. Ensure node and npx are accessible.
• Use absolute paths to binaries in your config if necessary.
• Restart Raycast completely (Quit and Re-open).

AgentQL not appearing in Raycast MCP Extension

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

• Verify configuration syntax
• Check AgentQL installation
• Restart Raycast MCP Extension
• Check logs for error messages

Next Steps

Now that AgentQL is integrated with Raycast MCP Extension:

• Explore all AgentQL capabilities through Raycast MCP Extension
• Check out other MCP servers that work with Raycast MCP Extension
• Join the MCP community for tips and support
• Consider contributing to AgentQL development

Need Help?

• Search for AgentQL documentation
• Check the Raycast MCP Extension MCP guide
• Join the MCP community discussions