by NulightJens · Claude Skill · ★ 235
Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h
git clone https://github.com/NulightJens/humanizer-stack.gitTaken from the project's README on GitHub.
None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.
The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.
One of 23 tools we ran end to end on the same task for our Humanizer & Anti-Slop Skills page (2026-10-07).
Result: Reads human 3.5/5 · Changed structure · removed 1 AI-leaning structure feature · kept every fact · 1.2 min
| Stars | 235 |
| Forks | 18 |
| Language | Python |
| Category | Claude Skill |
| Quality Score | 59/100 |
| Open Issues | 1 |
| Last Updated | 2026-07-24 |
| Created | 2026-07-23 |
| Platforms | claude-code, python |
| Est. Tokens | ~2k |
humanizer-stack A two-pass pipeline for removing the signs of AI writing from outward-facing text, packaged as Claude Code Skills. Most humanizers only fix words. That is the easy half, and it is the half that is decaying fastest. This repo pairs a surface pass with a structural pass, because the research says structure is where the durable fingerprint lives. Free community.
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Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.
The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.
Sources & who's responsible: