S

stop-slop

by @hardikpandyav
4.5(56)

Eliminate predictable writing patterns and redundant content in AI-generated text for more natural, concise, and high-quality output.

ai-writing-refinementprose-enhancementcontent-qualitypattern-eliminationGitHub
Installation
npx skills add https://github.com/hardikpandya/stop-slop --skill stop-slop
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Before / After Comparison

1
Before

AI-generated text often contains repetitive patterns and filler words, resulting in mediocre content.

After

Eliminate formulaic AI writing, making the text more natural and refined, and enhancing the reading experience.

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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Installs7.4K
Rating4.5 / 5.0
Version
Updated2026年7月17日
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4.5(56)
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Compatible Platforms

🔧Claude Code

Timeline

Created2026年3月18日
Last Updated2026年7月17日
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