# AgentQL

AI-powered query language for web scraping and automation with natural language.

- Category: Developer Tools
- Pricing: Free plan available
- Free trial: yes
- Tags: API, Workflow Automation
- Website: https://agentql.com/?via=aigregator
- Aigregator page: https://aigregator.com/tools/agentql
- API: https://x402.aigregator.com/v1/tools/agentql

## Overview
AgentQL is an AI-powered query language and automation suite that enables developers to extract data from websites using natural language instead of fragile XPath or CSS selectors. Built by TinyFish, it connects large language models and AI agents to the web through a unified interface that understands page structure semantically. The tool works across any website—public, private, or behind authentication—and returns structured data consistently despite dynamic content changes.

Developers, data engineers, and AI teams use AgentQL to build web automation workflows that are more resilient and maintainable than traditional parsing scripts. The platform supports multiple SDK languages (Python and JavaScript), offers a browser-based debugger for query optimization, and provides a REST API for server-side data extraction. A notable limitation is that advanced use cases may require understanding of both the query language syntax and proper prompt engineering to achieve optimal results.
## Key Features
- Natural language query language (no XPath or CSS selectors needed)
- Python and JavaScript SDKs
- REST API with browserless execution
- Browser-based debugger extension for query optimization
- Self-healing queries that adapt to page changes
- Structured JSON output
- Support for authentication behind login pages
- PDF parsing capabilities
- Playwright integration for headless browser automation
- Reusable queries across similar pages

## Use Cases
- E-commerce product data extraction with pricing and descriptions
- Job board scraping and aggregation
- Social media data collection and analysis
- Web automation and workflow orchestration for AI agents
- PDF parsing for extracting structured information like tables

## Who It Is For
- AI and machine learning engineers building AI agents
- Developers creating web automation tools
- Data engineers and analysts performing web scraping
- Teams building data workflow pipelines
- Businesses needing reliable web data extraction

## Pros
- Eliminates fragile selector maintenance by using AI-powered semantic understanding of page structure
- Works consistently across similar pages without code changes due to self-healing queries
- Multiple integration options (REST API, Python/JavaScript SDKs, LangChain) for flexible deployment
- Ranked #1 Product of the Day and Week on Product Hunt, indicating strong market validation

## Cons
- Free tier limited to 300 API calls for trial, requiring paid plans for regular use
- Pricing for API calls ($0.02 per call on Starter, $0.015 on Professional) can accumulate for high-volume scraping
- Requires learning a new query language syntax, adding adoption friction compared to direct DOM/CSS approaches

## Pricing Plans
- Starter: Free
- Professional: $99/month
- Enterprise: $-1/one-time

## Alternatives
- [Firecrawl](https://aigregator.com/tools/firecrawl)
- [PaioClaw](https://aigregator.com/tools/paioclaw)
- [Baby AGI](https://aigregator.com/tools/baby-agi)
- Selenium
- Puppeteer

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Source: Aigregator — AI tools directory. https://aigregator.com/tools/agentql