humanize-automation

What problem does it solve?

Automated browser interactions are often flagged and blocked by anti-bot systems that analyze mouse movement trajectories, typing speed patterns, and scroll behavior, which disrupts recon and penetration testing workflows that require undetected site access.

Core Features & Use Cases

• Playwright API Patching: Automatically replaces default Playwright interaction methods with human-like equivalents including Bézier-curved mouse movements, per-character typing with natural mistypes and pauses, and multi-phase scroll acceleration.
• Flexible Configuration: Offers presets for common use cases, custom behavior profiles for site-specific tuning, and per-call overrides for individual interactions.
• Use Case: Use this skill to bypass reCAPTCHA v3 bot scoring, avoid form submission timeouts on targets with behavioral profiling, and simulate real user browsing sessions for login or account creation during authorized security assessments.

Quick Start

Use the humanize-automation skill to enable human-like interaction behavior for all Playwright browser automation tasks by setting the humanize=True flag when launching the browser instance.