Fix Chinese Writing
SkillDev toolsMakes the Chinese text your AI writes sound natural instead of machine-generated. Once added, it automatically cleans up any mainly-Chinese text your AI writes or edits, removing translation-style phrasing and AI-sounding expressions while applying proper Chinese-English formatting rules.
Available today. Use it from your connected AI after setup.
No other account needed.
Add the skill and it works on its own whenever your AI writes or edits Chinese text. You can also ask for it directly with phrases like fix Chinese, 修改中文, or review Chinese text.
Then ask your AI: use the Fix Chinese Writing skill
What your AI can do with it
- Automatically improve Chinese text whenever your AI writes or edits it, with no trigger needed
- Remove translation-style phrases that make Chinese sound unnatural
- Eliminate AI-sounding expressions from your writing
- Apply correct Chinese-English formatting rules
- Fix Chinese text on request when you say things like 修改中文, 去翻译腔, or 去AI味
What this skill tells your AI
The instructions your AI receives, as published by brycewang-stanford/auto-empirical-research-skills in skills/67-econfin-workflow-toolkit/fix-chinese/SKILL.md and read by ahel’s review.
Review the provided text or file and apply all fixes below. Make edits in-place.
Anti-AI / Anti-Translation Style
- Write natural, fluent Chinese as a native speaker would
- Remove these phrases on sight: "值得注意的是", "需要强调的是", "总而言之", "综上所述", "这不是科幻"
- Reduce overuse of "的" — restructure sentences instead
- Replace stiff passive voice with active constructions
- Break up long attributive clauses (定语从句) into shorter sentences
- Cut empty filler and overly polite expressions
- Do not add quotation marks unless necessary
Chinese-English Mixed Formatting
- Half-width space between Chinese and English/numbers:
Claude Code 是,第 1 章 - Full-width punctuation in Chinese context, half-width in English/code context
- Keep proper nouns in English: Claude Code, MCP, Skills, GitHub, Vibe Coding
- When bold Chinese text is followed by more text, add a space after the bold:
**这里** 和**那里**
Signals
- GitHub stars
- 4k
- Forks
- 476
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
fix-chinese- Source
- github.com/brycewang-stanford/auto-empirical-research-skills