2. Evasion, Debugger, & Anti-Stealth Traps
CDP Debugger Leak
Detection approach
ChromeDriver DevTools Protocol (CDP) artifacts explicitly detected in window variables. The browser is being operated by an automation framework.
How this helps detect bots
This signal is assessed with other independent session, browser, and network evidence. A single anomaly is a lead, not a verdict; corroborating anomalies make automated traffic more likely.
Legitimate traffic to consider
Web developers inspecting frontend elements or debugging the site using standard browser DevTools.