beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Claude Desktop App: Complete MCP Integration

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

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

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Claude Desktop App

  1. Locate your configuration file:

    • Windows: %APPDATA%\\Claude\\claude_desktop_config.json
    • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
    • Linux: ~/.config/Claude/claude_desktop_config.json
  2. Add server configuration:

{
  "mcpServers": {
    "agentql": {
      "command": "agentql",
      "args": [""],
      "env": {
        "AGENTQL_API_KEY": "aql_1234567890abcdef"
      }
    }
  }
}

  1. Restart Claude Desktop App

Completely quit and restart Claude Desktop App to load the new configuration.

Examples

Once configured, you can use AgentQL in Claude Desktop App:

E-commerce Product Monitoring

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Ask Claude Desktop App: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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Ask Claude Desktop App: "Get headlines, summaries, and publish dates from news site"

Expected Result: undefined

Social Media Insights

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Ask Claude Desktop App: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

  1. Start a new conversation in Claude Desktop App
  2. Ask Claude Desktop App to list available tools
  3. Try using AgentQL functionality

Test prompts:

  • "Can you list the available tools from AgentQL?"
  • "Please use AgentQL to {example_task}"

Troubleshooting

Common Issues

Server Not Appearing

Symptoms: No server in interface, Tools not available

Cause: Configuration file error or server installation issue

Solution:

  • Validate JSON syntax using online validator
  • Check configuration file location
  • Verify server installation
  • Restart Claude Desktop completely

Server Error on Startup

Symptoms: Error messages in logs, Server fails to start

Cause: Missing dependencies or environment variables

Solution:

  • Check server requirements are met
  • Verify environment variables are set
  • Check system logs for detailed errors

AgentQL not appearing in Claude Desktop App

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check AgentQL installation
  • Restart Claude Desktop App
  • Check logs for error messages

Next Steps

Now that AgentQL is integrated with Claude Desktop App:

  • Explore all AgentQL capabilities through Claude Desktop App
  • Check out other MCP servers that work with Claude Desktop App
  • 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 Claude Desktop App

Need Help?

Join the MCP community for support and discussions

AgentQL + Claude Desktop App: MCP Setup Guide (2026)