humanize

仓库创建 2026年2月7日最近提交 1 个月前SkillHot 收录 21 天前
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帮助作者识别并手工修正 AI-式措辞,降低投稿/审稿中的风格问题风险。

这个 Skill 做什么

审读 .tex/.qmd/.md 文稿,检测并标记典型的 AI 生成写作痕迹,提供结构化报告。

把 .tex/.qmd/.md 文稿里典型的 AI 口吻痕迹找出来并标注:机械过渡句、AI 词库、破折号滥用、对称段落、三连句和过度模糊的套话。适合投稿、工作论文发布或想去 AI 化前自检使用。输出结构化报告和示例高亮,但不替你改写,作者自己编辑。

▸ 展开 SKILL.md 英文原文

Read-only audit of `.tex`, `.qmd`, or `.md` text for AI-voice tells — boilerplate transitions ("Moreover", "Furthermore", "It is important to note that"), AI-cliché lexicon ("delve", "navigate the complexities", "tapestry", "robust framework"), em-dash overuse, symmetric paragraph shapes, tricolon abuse, hedging stacking, "not only X but also Y" frames, and formulaic openers. Produces a report; does NOT rewrite. Use when user says "humanize", "does this sound like AI?", "check for AI tells", "de-AI this draft", "remove AI voice", "audit my prose for sycophancy", or before journal submission / posting a working paper.

内容创作文风审计学术写作AI痕迹通用
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给你的 Agent 一句话(通用)
帮我安装这个 skill:https://raw.githubusercontent.com/pedrohcgs/claude-code-my-workflow/main/.claude/skills/humanize/SKILL.md
或 curl 直取 SKILL.md
curl -fsSL "https://raw.githubusercontent.com/pedrohcgs/claude-code-my-workflow/main/.claude/skills/humanize/SKILL.md"
SKILL.MD 节选查看完整文件 ↗
# `/humanize` — AI-voice audit (detect-and-flag)

Read the target file (or all paper-like files), audit for the canonical AI-voice tells in academic prose, and write a structured report. **The skill does not rewrite.** The author edits.

## Why this skill exists

Referees and editors increasingly recognise AI-generated prose. The tells are not stylistic preferences — they're statistically conspicuous patterns the LLM training distribution produces at higher rates than human academic writers. Five reasons to audit before submission:

1. **Reviewer suspicion is a tax.** Even good substance pays a credibility tax if the prose reads as AI-drafted.
2. **Journal policy is tightening.** A growing n
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