Individual skill
humanize-automation
Human-like mouse, keyboard and scroll behavior for behavioral bot bypass.
recon/humanize-automation/SKILL.md
Source commit 1260244136edc6ae698d76d3d526f503e322778d
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
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Repository context
- Repository stars (not skill ratings)
- 1,365
- Repository last updated
- Nov 7, 2026
- License
- MIT
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- bug-bounty Repository topic
- cloud-security Repository topic
- firebase-hacking Repository topic
- hermes-agent Repository topic
- jwt-attacks Repository topic
- offensive-security Repository topic
- penetration-testing Repository topic
- reconnaissance Repository topic
- red-team Repository topic
- security-automation Repository topic
- recon Declared skill tag
- humanize Declared skill tag
- behavioral Declared skill tag
- anti-bot Declared skill tag
- mouse Declared skill tag
- keyboard Declared skill tag
- automation Declared skill tag
- engineering Derived category
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# 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
