beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + AgenticFlow: Complete MCP Integration

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

When integrated with AgenticFlow, 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 AgenticFlow, 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 AgenticFlow
  • 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
  • AgenticFlow installed and configured
  • Compatible operating system (Web Platform, Mobile Support)

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure AgenticFlow

  1. Open AgenticFlow 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 AgenticFlow:

E-commerce Product Monitoring

undefined

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

Expected Result: undefined

News Article Analysis

undefined

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

Expected Result: undefined

Social Media Insights

undefined

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

Server Connection Failed

Symptoms: Red connection indicator, Server unreachable errors

Cause: Network connectivity or server configuration issues

Solution:

  • Verify server endpoint URL is correct
  • Check server authentication credentials
  • Ensure server is running and accessible
  • Review firewall and network settings

Tools Not Available

Symptoms: MCP tools not showing in workflow builder, Empty tools list

Cause: Server connection successful but tool discovery failed

Solution:

  • Verify MCP server is properly configured
  • Check server tool definitions and schemas
  • Refresh connection in AgenticFlow dashboard
  • Review server logs for tool registration errors

Workflow Execution Errors

Symptoms: Automation fails during MCP tool calls, Runtime errors

Cause: Tool parameter issues or server-side errors

Solution:

  • Validate tool parameters in workflow editor
  • Check required vs optional parameters
  • Review execution logs for specific error messages
  • Test MCP server independently outside AgenticFlow

Authentication Failures

Symptoms: Auth errors in logs, Unauthorized access messages

Cause: Incorrect authentication configuration

Solution:

  • Verify API keys and tokens are correct
  • Check authentication method matches server requirements
  • Ensure credentials have necessary permissions
  • Update expired authentication tokens

AgentQL not appearing in AgenticFlow

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with AgenticFlow:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + AgenticFlow: MCP Setup Guide (2026)