| name | zhihu-copy-diagnose |
| description | Diagnose a Zhihu Markdown draft before publishing. Use when a Zhihu article needs a final copy audit for AI-flavored phrasing, professionalism, readability, and evidence strength, especially before calling zhihu-publish. |
| user-invocable | true |
Zhihu Copy Diagnose
Use this skill right before publishing a Zhihu draft, or when a user asks to check whether a draft still feels too AI-generated.
What this skill checks
Run the local diagnosis script against a target Zhihu Markdown draft:
- AI-flavored template phrasing
- professionalism of tone
- readability / over-explanation drag
- evidence density
The script can return either:
If the result is BLOCK, the default action is:
- 先别发
- fix the flagged wording first
Default workflow
- Confirm the target draft path under
wemedia/zhihu/articles/.
- Run:
python3 .claude/skills/zhihu-copy-diagnose/scripts/audit_zhihu_copy.py /abs/path/to/article.md
- Read the diagnosis summary.
- Review the auto-generated
rewrite-suggestions.md file written next to the target article path.
- If needed, open the companion
rewrite-patch.md file for paragraph-level replacement drafts.
- If the result is
BLOCK, revise the draft before using zhihu-publish.
- If the result is
WARN, keep publishing only if the remaining issues are acceptable and evidence is still strong.
Decision rule
PASS: can proceed to zhihu-publishWARN: fix if easy, otherwise publish only if the article is otherwise readyBLOCK: do not publish yet
When to treat a result as serious
Treat the diagnosis as effectively blocking when:
- repeated
不是……而是…… style contrast chains are still present
- hype words or slogan-like claims dominate the article
- evidence is thin relative to the strength of the claims
- the prose feels like template-generated commentary rather than a technical article
- the article reads mostly like recommendation copy or praise copy while lacking concrete technical substance
- the article keeps citing code paths as core evidence but never shows the relevant code excerpt
Script path
/home/clashuser/hzh/item_bo/learn-likecc/.claude/skills/zhihu-copy-diagnose/scripts/audit_zhihu_copy.py
Notes
- This skill is a final prepublish gate, not a replacement for
gen-zhihu-article.
- Use it together with
zhihu-publish when a draft is otherwise ready.
- By default the script writes both
rewrite-suggestions.md and rewrite-patch.md next to the target article path.
