beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + Rovo Dev CLI: Complete MCP Integration

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

When integrated with Rovo Dev CLI, 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 Rovo Dev CLI, 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 Rovo Dev CLI
  • 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
  • Rovo Dev CLI installed and configured
  • Compatible operating system (Windows, macOS, Linux)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure Rovo Dev CLI

  1. Open Rovo Dev CLI 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 Rovo Dev CLI:

E-commerce Product Monitoring

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Ask Rovo Dev CLI: "Extract product details from Amazon search results"

Expected Result: undefined

News Article Analysis

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Ask Rovo Dev CLI: "Get headlines, summaries, and publish dates from news site"

Expected Result: undefined

Social Media Insights

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Ask Rovo Dev CLI: "Extract post engagement from social media feeds"

Expected Result: undefined

Testing Your Setup

  1. Run acli rovodev run to start interactive mode
  2. Ask for code generation or explanation
  3. Test integration with Jira/Confluence features

Troubleshooting

Common Issues

Authentication Failed

Symptoms: Cannot login, API token rejected

Cause: Invalid or expired API token

Solution:

  • Regenerate API token in Atlassian profile
  • Verify account has Rovo access
  • Check network connectivity
  • Re-run acli rovodev auth login

Beta Access Limited

Symptoms: Access denied, Beta not available

Cause: Beta capacity limits reached

Solution:

  • Check Atlassian announcements for availability
  • Join waitlist if available
  • Verify account eligibility for beta access

AgentQL not appearing in Rovo Dev CLI

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check AgentQL installation
  • Restart Rovo Dev CLI
  • Check logs for error messages

Next Steps

Now that AgentQL is integrated with Rovo Dev CLI:

  • Explore all AgentQL capabilities through Rovo Dev CLI
  • Check out other MCP servers that work with Rovo Dev CLI
  • 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 Rovo Dev CLI

Need Help?

Join the MCP community for support and discussions

AgentQL + Rovo Dev CLI: MCP Setup Guide (2026)