Humanize Automation

Replace instant programmatic interactions with human-like mouse movements, keyboard typing, and scroll patterns. Patches Playwright's API at the class level — page.click(), page.type(), page.fill(), and Locator methods are automatically replaced with Bézier-curved mouse paths, per-character typing with mistypes, and multi-phase scroll acceleration. One flag (humanize=True) enables all behavioral patches. No code changes required.

When to Use

• Target uses behavioral bot detection (mouse trajectory analysis, typing speed profiling).
• reCAPTCHA v3 scores are low (<0.3) despite correct browser fingerprint.
• Target times out or challenges after rapid form submissions.
• Need to simulate a real user browsing session for login or account creation.
• Target uses requestAnimationFrame-based mouse movement tracking.

Prerequisites

• terminal with python3.
• cloakbrowser installed: pip install cloakbrowser.
• Or standalone Playwright with custom patching: import patch_page from the humanize module.

Quick Start