
AgentQL
AgentQL is a query language and developer toolkit for web scraping that uses AI to identify web elements through natural language descriptions. It eliminates the need for fragile XPath or DOM selectors that break when websites update. The tool provides SDKs for Python and Node.js, offering semantic selectors that return data in the exact shape you specify. AgentQL ensures consistent results across all websites regardless of UI changes, making it ideal for data extraction, web automation, and testing.
Quick Info
Screenshots


Key Features
Smart Selectors
Extract data based on semantic understanding rather than DOM structure, ensuring scripts continue working even when websites change.
Natural Language Queries
Use plain English to describe the data you want to extract, making scraping intuitive and reducing development time.
Pagination Handling
Built-in tools to handle different pagination types including infinite scrolling and numbered pagination.
Bot Detection Avoidance
Built-in features for enabling proxies, rotating browser headers, and "stealth mode" to prevent being blocked by websites.
Debugging Tools
Chrome extension and query debugger help optimize and test queries before implementation in production code.
Screenshot Validation
Request screenshots along with scraped data to verify the page state and debug extraction issues.
Use Cases
Content Aggregation
Gather articles, blog posts, and media from multiple websites to create content feeds or research databases.
Lead Generation
Extract contact information and company details from business directories, LinkedIn, and other professional networks.
Market Research
Collect data from multiple sources to analyze market trends, competitor activities, and consumer sentiment.
Web Testing
Create test cases that interact with websites based on semantic understanding rather than brittle selectors.
E-commerce Data Extraction
Pull product information, prices, reviews, and inventory data from e-commerce sites for competitive analysis or price monitoring.
Pricing
Free API key available. $0.02 per API call after the initial limit. $99 monthly for pro plan.
Setup Steps
- Install the SDK via pip or npm (pip install agentql or npm install agentql)
- Get a free API key from the AgentQL Developer Portal
- Initialize the project with agentql init
- Write your first query to extract data
- Test and debug using the Chrome extension
- Implement in your application