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stop-slop

by @hardikpandyav
4.5(56)

消除AI生成文本中可预测的写作模式和冗余内容,使输出更自然、简洁和高质量。

ai-writing-refinementprose-enhancementcontent-qualitypattern-eliminationGitHub
安装方式
npx skills add https://github.com/hardikpandya/stop-slop --skill stop-slop
compare_arrows

Before / After 效果对比

1
使用前

AI生成文本常有重复模式和填充词,内容显得平庸。

使用后

消除AI写作套路,使文本更自然、精炼,提升阅读体验。

SKILL.md

stop-slop

Stop Slop

Eliminate predictable AI writing patterns from prose.

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 ("the complaint becomes a fix").

Be specific. No vague declaratives ("The reasons are structural"). Name the specific thing. No lazy extremes ("every," "always," "never") doing vague work.

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:

  • Any adverbs? Kill them.

  • Any passive voice? Find the actor, make them the subject.

  • Inanimate thing doing a human verb ("the decision emerges")? Name the person.

  • Sentence starts with a Wh- word? Restructure it.

  • 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 it.

  • Vague declarative ("The implications are significant")? Name the specific implication.

  • Narrator-from-a-distance ("Nobody designed this")? Put the reader in the scene.

  • Meta-joiners ("The rest of this essay...")? Delete. Let the essay move.

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.

Examples

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

License

MIT Weekly Installs238Repositoryhardikpandya/stop-slopGitHub Stars852First SeenJan 20, 2026Security AuditsGen Agent Trust HubPassSocketPassSnykPassInstalled onopencode213gemini-cli203codex200claude-code191github-copilot124cursor114

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统计数据

安装量7.4K
评分4.5 / 5.0
版本
更新日期2026年7月17日
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4.5(56)
5
77%
4
23%
3
0%
2
0%
1
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创建2026年3月18日
最后更新2026年7月17日
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