AgentQL
AgentQL connects LLMs and AI agents to the entire web through a specialized query language, REST API, and Python/JavaScript SDKs. It enables web scraping, data extraction, and browser automation using natural language queries that are self-healing — adapting automatically to page layout changes. AgentQL supports structured data extraction from web pages, PDF documents, and images, and integrates with LangChain, LlamaIndex, MCP, Zapier, and Google ADK.
APIs
AgentQL Query Data API
Extract structured JSON data from web pages using AgentQL query language or natural language prompts. Supports URL-based and raw HTML input, configurable browser behavior, proxy...
AgentQL Remote Browser Sessions API
Create and manage remote Chrome browser sessions with Chrome DevTools Protocol (CDP) access for authenticated web automation, stealth browsing, and complex multi-step interactions.
AgentQL Query Document API
Extract structured data from PDF documents and images (JPEG, PNG) using AgentQL query language or natural language prompts. Useful for processing invoices, reports, and other do...
Features
A specialized query language that uses natural language to locate and extract web elements without requiring XPath, CSS selectors, or regex.
AI-powered queries automatically adapt to page layout changes, eliminating brittle scrapers that break on site updates.
Browserless data extraction from public URLs via a REST API requiring only an API key and query parameters.
Extract structured data from PDF documents, JPEG, and PNG images using the same query language as web extraction.
Managed Chrome browser sessions with CDP access for authenticated browsing, stealth mode, and complex multi-step web automation.
Python and JavaScript SDKs extend Playwright with AgentQL query capabilities for AI-powered browser automation.
Chrome extension for real-time query testing and optimization during development.
Use Cases
Extract product names, prices, and availability from e-commerce sites for competitive intelligence and price tracking.
Collect job listings, requirements, and company information from multiple job boards into a unified dataset.
Extract posts, metrics, and profile data from social media platforms for analysis and reporting.
Parse invoices, contracts, and reports in PDF format to extract structured data for downstream processing.
Enable AI agents to access and extract data from any website as part of automated research and task completion workflows.
Automate the collection of contact information, company data, and other business intelligence from public web sources.
Integrations
Integrate AgentQL web extraction into LangChain agent and chain workflows.
Use AgentQL as a data ingestion source for LlamaIndex-powered RAG and agent applications.
Expose AgentQL capabilities as MCP tools accessible to any MCP-compatible AI agent.
Connect AgentQL web extraction to thousands of apps via Zapier automation workflows.
Integrate AgentQL with Google Agent Development Kit for Gemini-based agent web access.
Use AgentQL in Langflow visual AI workflow pipelines for web data extraction.
Extend Playwright browser automation with AgentQL AI-powered element querying and data extraction.