humanize-chinese
Detect and rewrite AI-like Chinese text with a practical workflow for scoring, humanization, academic AIGC reduction, and style conversion. Use when the user asks to 去AI味, 降AIGC, 去除AI痕迹, 论文降重, 知网检测, 维普检测, humanize chinese, detect AI text, or make Chinese text sound more natural.
Profile →npx skills add sickn33/agentic-awesome-skills --skill humanize-chinese --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Humanize Chinese Use this skill when you need to detect AI-like Chinese writing, rewrite it to feel less synthetic, reduce AIGC signals in academic prose, or convert the text into a more specific Chinese writing style. ## When to Use - Use when the user says `去AI味`, `降AIGC`, `去除AI痕迹`, `让文字更自然`, `改成人话`, or `降低AI率` - Use when the user wants a Chinese text checked for AI-writing patterns or suspicious phrasing - Use when the user wants academic-paper-specific AIGC reduction for CNKI, VIP, or Wanfang-style checks - Use when the user wants Chinese text rewritten into a different style such as `zhihu`, `xiaohongshu`, `wechat`, `weibo`, `literary`, or `academic` ## Core Workflow ### 1. Detect Before Rewriting Start by identifying the most obvious AI markers instead of rewriting blindly: - rigid `first/second/finally` structures - mechanical connectors such as `综上所述`, `值得注意的是`, `由此可见` - abstract grandiose wording with low information density - repeated sentence rhythm and paragraph length - academic prose that sounds too complete, too certain, or too template-driven If the user provides a short sample, call out the suspicious phrases directly before rewriting. ### 2. Rewrite in the Small
- When to Use
- Core Workflow
- 1. Detect Before Rewriting
- 2. Rewrite in the Smallest Useful Pass
- 3. Validate the Result
- Optional CLI Flow
- Manual Rewrite Playbook
- Common AI Markers
- Rewrite Moves
- Academic AIGC Reduction
- Style Conversion
- Output Rules
- Source
- Limitations
python3 scripts/detect_cn.py text.txt -v python3 scripts/compare_cn.py text.txt -a -o clean.txt python3 scripts/academic_cn.py paper.txt -o clean.txt --compare python3 scripts/style_cn.py text.txt --style xiaohongshu -o out.txt
What does the humanize-chinese skill do?
Detect and rewrite AI-like Chinese text with a practical workflow for scoring, humanization, academic AIGC reduction, and style conversion. Use when the user asks to 去AI味, 降AIGC, 去除AI痕迹, 论文降重, 知网检测, 维普检测, humanize chinese, detect AI text, or make Chinese text sound more natural.
How do I install it?
Run `npx skills add sickn33/agentic-awesome-skills --skill humanize-chinese --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From sickn33/agentic-awesome-skills, a repository with 44,414 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.