Zhihu Copy Diagnose

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:

• PASS
• WARN
• BLOCK

If the result is BLOCK, the default action is:

• 先别发
• fix the flagged wording first

Default workflow

1. Confirm the target draft path under wemedia/zhihu/articles/.
2. Run:

python3 .claude/skills/zhihu-copy-diagnose/scripts/audit_zhihu_copy.py /abs/path/to/article.md

3. Read the diagnosis summary.
4. Review the auto-generated rewrite-suggestions.md file written next to the target article path.
5. If needed, open the companion rewrite-patch.md file for paragraph-level replacement drafts.
6. If the result is BLOCK, revise the draft before using zhihu-publish.
7. 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-publish
• WARN: fix if easy, otherwise publish only if the article is otherwise ready
• BLOCK: do not publish yet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.