← All bot detection signals

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.

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