beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Claude.ai: 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.ai, 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.ai, 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.ai
  • 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.ai installed and configured
  • Compatible operating system (Web Browser)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Claude.ai

  1. Open Claude.ai 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 Claude.ai:

E-commerce Product Monitoring

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Ask Claude.ai: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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Ask Claude.ai: "Get headlines, summaries, and publish dates from news site"

Expected Result: undefined

Social Media Insights

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Ask Claude.ai: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

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

Test prompts:

  • "What tools are available to me right now?"
  • "Can you use AgentQL to help me with {example_task}?"
  • "Show me the capabilities from my connected MCP servers"

Troubleshooting

Common Issues

Cannot Find MCP Settings

Symptoms: No MCP option in settings, Integration menu missing

Cause: Feature may not be available in current web interface version

Solution:

  • Check if your account has access to MCP features
  • Try accessing from different browser or clearing cache
  • Contact Anthropic support for account feature access

Server Connection Failed

Symptoms: Connection timeout, Server unreachable errors

Cause: Network connectivity or server configuration issues

Solution:

  • Verify server URL is correct and accessible
  • Check if server requires authentication
  • Ensure server supports web client connections
  • Test server connectivity from other clients

Tools Not Appearing

Symptoms: Server connected but no tools available, Empty tools list

Cause: Server connected but not properly exposing tools

Solution:

  • Verify server is properly configured and running
  • Check server logs for tool registration issues
  • Refresh connection or reconnect to server
  • Ensure server implements MCP protocol correctly

AgentQL not appearing in Claude.ai

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check AgentQL installation
  • Restart Claude.ai
  • Check logs for error messages

Next Steps

Now that AgentQL is integrated with Claude.ai:

  • Explore all AgentQL capabilities through Claude.ai
  • Check out other MCP servers that work with Claude.ai
  • 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.ai

Need Help?

Join the MCP community for support and discussions

AgentQL + Claude.ai: MCP Setup Guide (2026)