AgentQL

Founded by Shuhao Zhang in 2023

Extract structured web data and automate browsers using natural language queries

Pricing model

Free Tier, Paid

Rating

★ People love it

Users

6K+

Time to value

Quick Setup (< 1 hour)

You can use AgentQL to extract structured data from any website or PDF and automate browser workflows. Instead of writing brittle XPath or CSS selectors, you write queries describing the data you want in natural language. AgentQL locates the elements automatically and outputs clean JSON, even if page layouts change or content sits behind login screens. It works via Python and JavaScript SDKs, connects directly with Playwright, and includes a browser extension debugger alongside a REST API for headless data retrieval.

What AgentQL does

Write natural language queries to extract target web data into JSONRun headless browser automation scripts using Python or JavaScriptInspect and debug web queries in real time using the browser extensionParse structured data and tables out of PDF filesAutomate navigation and form fills on authenticated web pagesQuery public URLs via a remote browser REST APIQuery language that replaces fragile XPath and CSS selectorsSelf-healing queries that adapt automatically to web page layout updatesDirect integration with Playwright through Python and JavaScript SDKsBrowser extension to test and debug queries in real time on any siteBrowserless REST API to fetch data without running local browser instancesDocument parser for extracting structured data and tables from PDFsData extraction support for private pages behind login authentication