beginner⏱️ 12-22 minutes📅 Updated June 2026

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

AgentQL + MooPoint: Complete MCP Integration

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

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

Installation

Step 1: Install AgentQL

Configuration

Step 2: Configure MooPoint

  1. Open MooPoint 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 MooPoint:

E-commerce Product Monitoring

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

Expected Result: undefined

News Article Analysis

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

Expected Result: undefined

Social Media Insights

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

Expected Result: undefined

Testing Your Setup

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

Troubleshooting

Common Issues

MCP Server Connection Failed

Symptoms: Connection timeout, Server unreachable, Test connection fails

Cause: Invalid server URL or server not accessible

Solution:

  • Verify MCP server URL is correct and publicly accessible
  • Check server supports HTTP or SSE transport protocol
  • Ensure server is running and responding to health checks
  • Test server URL in browser or with curl
  • Review server logs for connection errors

OAuth Authentication Failing

Symptoms: OAuth redirect errors, Token refresh failures, Permission denied

Cause: Invalid OAuth credentials or misconfigured redirect URLs

Solution:

  • Verify OAuth client ID and secret are correct
  • Check redirect URL in OAuth provider matches MooPoint configuration
  • Ensure all required scopes are configured
  • Complete OAuth authorization flow fully
  • Check OAuth provider allows the application

Tool Calling Not Working

Symptoms: Tools not appearing, Tool execution fails, LLM cannot access tools

Cause: MCP server not providing tools correctly or model limitations

Solution:

  • Verify MCP server exposes tools in correct format
  • Check that selected LLM model supports function calling
  • Review tool definitions for correct parameter schemas
  • Test MCP server independently to ensure tools work
  • Try different LLM model that supports tool calling

API Key Errors

Symptoms: Invalid API key, Authentication failed, Rate limit errors

Cause: Incorrect or expired API keys for LLM providers

Solution:

  • Verify API keys are correctly entered in Settings
  • Check API key has not expired or been revoked
  • Ensure API key has sufficient permissions
  • Verify you have not exceeded rate limits or quotas
  • Regenerate API key if issues persist

Model Switching Issues

Symptoms: Model not loading, Conversation context lost, Inconsistent behavior

Cause: Model compatibility or configuration issues

Solution:

  • Ensure API key for selected model is configured
  • Start new conversation when switching models
  • Verify model supports required features (tool calling, etc.)
  • Check model availability and status
  • Review model-specific limitations and requirements

AgentQL not appearing in MooPoint

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

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

Next Steps

Now that AgentQL is integrated with MooPoint:

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

Need Help?

Join the MCP community for support and discussions

AgentQL + MooPoint: MCP Setup Guide (2026)