humanizer-zh-academic: 降低中文学术写作 AIGC 检测率的 Claude Code Skill | Reduce AIGC detection rate for Chinese academic writing

by redbaronyyyyy-eng · Claude Skill · ★ 309

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Security audit verdict: SAFE · quality 62/100

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. Full audit →

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.

Quick Facts

Stars309
Forks23
CategoryClaude Skill
LicenseMIT
Quality Score62/100
Open Issues1
Last Updated2026-02-24
Created2026-02-24
Platformsclaude-code
Est. Tokens~4k

About humanizer-zh-academic

Humanizer-ZH-Academic 🎓 降低中文学术写作 AIGC 检测率的 Claude Code Skill | Reduce AIGC detection rate for Chinese academic writing 中文说明 | English 中文 简介 是一个专为 Claude Code 设计的 Skill,用于降低中文学术写作(论文、期刊文章、毕业论文等)的 AIGC 检测率。 核心理念: AIGC 检测器识别的不是「内容」,而是「写作模式」的统计规律。本 Skill 通过打破 AI 写作的模式规律性,注入人类写作的随机性与真实感,从而有效降低检测率。 效果 基于真实论文改写实验: 两个版本 本仓库提供两个版本的 Skill,适应不同使用场景: 如何选择: 如果你的文本较短(≤2000字)或需要快速处理多篇文章 → 使用 精简版...

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How this security grade is produced

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:

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