Automated Web Browsing & Extraction with Airtop and AI Queries

This n8n workflow enables autonomous web browsing and intelligent data extraction using Airtop's browser automation tools, triggered seamlessly by AI agents through the native MCP Server Trigger. It handles complete browser sessions: creating sessions and windows, loading target URLs, performing interactions like clicking elements, scrolling containers, and filling forms with dynamic data. Content extraction is powered by AI-prompted queries, supporting paginated results, while also capturing screenshots and waiting for downloads as needed. Sessions are cleanly terminated post-task.

Key benefits include reduced manual effort in web scraping, enhanced accuracy via AI-guided extraction, and seamless integration into agentic workflows without external LangChain dependencies. It's self-hosted n8n compatible (1.90+), requiring an Airtop account and the Airtop Tool node, making it scalable for production use.

Use cases span business intelligence applications: AI agents autonomously researching market data, extracting insights from websites, automating lead form submissions, or gathering competitive intelligence. Perfect for knowledge retrieval in dynamic web environments where traditional scraping falls short.