---
id: sm3-stop-slop
name: "stop-slop"
url: https://skills.yangsir.net/skill/sm3-stop-slop
author: hardikpandya
domain: ai-llm-engineering
tags: ["ai-writing-refinement", "prose-enhancement", "content-quality", "pattern-elimination"]
install_count: 7400
rating: 4.50 (56 reviews)
github: https://github.com/hardikpandya/stop-slop
---

# stop-slop

> 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。

**Stats**: 7,400 installs · 4.5/5 (56 reviews)

## Before / After 对比

### AI写作模式消除

## Readme

# 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](https://github.com/hardikpandya/stop-slop/blob/HEAD/references/phrases.md).

- 

**Break formulaic structures.** Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See [references/structures.md](https://github.com/hardikpandya/stop-slop/blob/HEAD/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](https://github.com/hardikpandya/stop-slop/blob/HEAD/references/examples.md) for before/after transformations.

## License

MIT
Weekly Installs238Repository[hardikpandya/stop-slop](https://github.com/hardikpandya/stop-slop)GitHub Stars852First SeenJan 20, 2026Security Audits[Gen Agent Trust HubPass](/hardikpandya/stop-slop/stop-slop/security/agent-trust-hub)[SocketPass](/hardikpandya/stop-slop/stop-slop/security/socket)[SnykPass](/hardikpandya/stop-slop/stop-slop/security/snyk)Installed onopencode213gemini-cli203codex200claude-code191github-copilot124cursor114

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*Source: https://skills.yangsir.net/skill/sm3-stop-slop*
*Markdown mirror: https://skills.yangsir.net/api/skill/sm3-stop-slop/markdown*