beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + BoltAI: Complete MCP Integration

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

When integrated with BoltAI, 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 BoltAI, 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 BoltAI
  • 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
  • BoltAI installed and configured
  • Compatible operating system (macOS)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure BoltAI

  1. Open BoltAI 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 BoltAI:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Installation Failed

Symptoms: Download errors, Installation not completing

Cause: macOS security settings or corrupted download

Solution:

  • Check macOS security preferences allow app installation
  • Re-download installer from official website
  • Try installing via Homebrew as alternative
  • Ensure sufficient disk space and admin permissions

MCP Server Not Found

Symptoms: Server command not found, Path errors

Cause: Server not installed or not in PATH

Solution:

  • Verify MCP server installation using Terminal
  • Use absolute path to server executable
  • Check server executable permissions (chmod +x)
  • Test server command from Terminal first

Connection Fails

Symptoms: Server status shows disconnected, Connection timeout

Cause: Server configuration or environment issues

Solution:

  • Check server configuration parameters
  • Verify environment variables are set correctly
  • Restart BoltAI after configuration changes
  • Check macOS firewall and security settings

Tools Not Available in Conversation

Symptoms: Server connected but tools not accessible, Limited functionality

Cause: Tool registration or permission issues

Solution:

  • Verify server implements MCP protocol correctly
  • Check BoltAI permissions for tool access
  • Restart conversation or create new chat session
  • Review server logs for tool registration errors

AgentQL not appearing in BoltAI

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with BoltAI:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + BoltAI: MCP Setup Guide (2026)