01
It starts by itself
Chinese draft changed. Runs in GitHub Actions or Claude Code routine.
- ↻ Chinese draft changed
push touching docs/**/*.md
op7418 · 54K installsHumanizer-zh skill
Runs by itself, every time a Chinese draft changes.
Every Chinese draft reads more natural, with facts kept.
Install the Humanizer-zh skill and make it a habit: follow https://gethabit.dev/skills/op7418/humanizer-zh.md
- 1Copy
- 2Paste into Claude Code, Codex or Cursor
- 3It runs by itself
54K installs20K starsMIT licenceSource on GitHub ↗
Humanizer-zh
by op7418 · 54K installs
The skill
Makes Chinese text sound natural.
Only when you ask.
Better writing
Every Chinese draft reads more natural, with facts kept. Better writing.
↻ Runs by itselfevery time a Chinese draft changes
How the habit works.
You don't have to.
When does it start? How does it check its work? What does it remember?
One run, step by step.
Then it stops.
Stops after 5 changed files per run, with at most 1 retry per file.
- 01
Read the draft
The agent reads the whole text, notes its genre and the claims, numbers and limits it must keep.
- 02
Fix real problems
It changes only phrases that are empty, repeated or unclear, using the 31 patterns as hints.
- 03
Compare with original
It checks that no claim was added, lost or made stronger, and that negation, scope and attribution match.
- 04
Read it through
It reads the result again for tone and flow and leaves smooth parts alone.
- 05
Run final checklist
It walks the pre-delivery checklist and takes back any detail not found in the source.
- 06
Log the file
It records the file and the voice notes in the run log.
What it may do.
Nothing more.
It writes only in its own folder and asks you before anything goes out.
- Writes only indocs/**/*.md, loops/chinese-prose-polish-loop/**
- Talks tono outside service
- Sendsnothing
- Your OKNothing goes out, so it needs no OK.
Is it for you?
Use it when it fits.
Read both lists. If the left one sounds like you, the Humanizer-zh skill helps.
Use it when
- ✓ A Chinese draft sounds stiff or formulaic
- ✓ You polish docs without changing facts
- ✓ You want to keep the author's voice
Skip it when
- – You need to prove who wrote a text
- – The text is not in Chinese
Humanizer-zh skill, answered.
Does it make text pass AI detectors?
No. The skill says the patterns do not prove AI authorship and it does not promise to pass a detector.
Will it touch my code samples?
No. Code blocks, commands, paths, URLs, IDs and front matter stay as they are, and the diff check enforces that.
Does it rewrite my opinions?
No. It keeps the author's stance, hedges and voice and does not add stories or data.
How do I install the Humanizer-zh skill?
Copy the prompt at the top into your agent. It installs the skill from op7418/Humanizer-zh and sets up the habit. Or run npx skills add op7418/Humanizer-zh --skill humanizer-zh.
Is the Humanizer-zh skill free?
Yes. It is published under MIT. Habit is free too.
Humanizer-zh. Now as a habit.
Install the Humanizer-zh skill and make it a habit: follow https://gethabit.dev/skills/op7418/humanizer-zh.md
All op7418 skills →More content skills →
Works in
- Claude Code
- Codex
- Cursor
- ChatGPT
- Claude app
Made by op7418, published under MIT. Habit links to the original and never changes it. Is this your skill?