name: stop-slop
description: 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.
version: 1.0.0
author: MangoOS × 第三自习室
license: MIT
tags: [writing, editing, AI-detection, prose, quality, chinese, english]
marketplace:
claude-skills: true
cursor-skills: true
copilot-skills: true
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
- Cut filler phrases. Remove throat-clearing openers, emphasis crutches, and all adverbs. See references/phrases.md.
- Break formulaic structures. Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See references/structures.md.
- Use active voice. Every sentence needs a human subject doing something. No passive constructions. No inanimate objects performing human actions.
- Be specific. No vague declaratives. Name the specific thing. No lazy extremes ("every," "always," "never").
- Put the reader in the room. No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.
- Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.
- Trust readers. State facts directly. Skip softening, justification, hand-holding.
- 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:
| Dimension | Question |
|---|
| Directness | Statements or announcements? |
| Rhythm | Varied or metronomic? |
| Trust | Respects reader intelligence? |
| Authenticity | Sounds human? |
| Density | Anything 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