Proactive Bot Detection
Identify scrapers, headless browsers, automated API scripts, and credential-stuffing software. GCSA Finger evaluates client requests in real-time to generate instant trust scores.
Framework Analysis
Recognizes automated browser drivers (Selenium, Puppeteer, Playwright) and block unauthorized automated crawlers.
Behavioral Heuristics
Detects rapid requests, WebGL spoofing, and user-agent modifications typical of modern scraper bots.