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Stop slop

Skill tomerose/stop-slop

去AI味写作技能 — 5维评分体系，检测41种AI反模式。让 Claude/Cursor/Copilot 写出人话。Claude Code Skill，支持中英文。

Install
npx -y skills add tomerose/stop-slop

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What its author says it does

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Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. Triggers on: writing prose, editing drafts, reviewing content, 写作, 文案, 去AI味.

The file declares its own license as MIT. That is the author’s claim about this one file, and it is not the same thing as the license GitHub reports for the repository, which is listed with the other numbers below.

SKILL.md

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Stop Slop — 去 AI 味写作

Eliminate predictable AI writing patterns from prose. 系统化检测并消除 AI 写作反模式。

Core Rules

  1. Cut filler phrases. Remove throat-clearing openers, emphasis crutches, and all adverbs. See references/phrases.md.

  2. Break formulaic structures. Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See references/structures.md.

  3. Use active voice. Every sentence needs a human subject doing something. No passive constructions. No inanimate objects performing human actions.

  4. Be specific. No vague declaratives. Name the specific thing. No lazy extremes ("every," "always," "never").

  5. Put the reader in the room. No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.

  6. Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.

  7. Trust readers. State facts directly. Skip softening, justification, hand-holding.

  8. Cut quotables. If it sounds like a pull-quote, rewrite it.

Quick Checks

Before delivering prose, scan for:

  • Any adverbs? Kill them.
  • Any passive voice? Find the actor, make them the subject.
  • Inanimate thing doing a human verb? Name the person.
  • Sentence starts with a Wh- word? Restructure.
  • Any "here's what/this/that" throat-clearing? Cut to the point.
  • Any "not X, it's Y" contrasts? State Y directly.
  • Three consecutive sentences match length? Break one.
  • Paragraph ends with punchy one-liner? Vary it.
  • Em-dash anywhere? Remove.
  • Vague declarative? Name the specific implication.
  • Narrator-from-a-distance? Put the reader in the scene.
  • Meta-joiners ("The rest of this essay...")? Delete.

Scoring

Rate 1-10 on each dimension:

DimensionQuestion
DirectnessStatements or announcements?
RhythmVaried or metronomic?
TrustRespects reader intelligence?
AuthenticitySounds human?
DensityAnything cuttable?

Below 35/50: revise. Target ≥ 45/50 for publishable quality.

Examples

See references/examples.md for before/after transformations.

Chinese-Specific Notes

中文 AI 写作的额外反模式：

  • "在当今...的时代" → 砍掉，直接说
  • "不仅仅是...更是..." → 二元对立的中文变体
  • "值得我们深思" → 让读者自己判断
  • "随着...的发展" → 万能开头模板
  • "综上所述" → 直接给结论
  • 四字成语堆砌 → 每段最多1个
  • "毋庸置疑/显而易见/众所周知" → 全砍

License

MIT

What ships with it: 10 files

219.9 KB alongside SKILL.md, 1 of them executable

assets/

distribution/

references/

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