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b-open-io

stop-slop

by b-open-io

prompts for generating powerful code using open-protocols

6🍴 2📅 Jan 24, 2026

SKILL.md


name: stop-slop description: Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.

Stop Slop

Eliminate predictable AI writing patterns from prose.

Original: https://github.com/hardikpandya/stop-slop by Hardik Pandya (MIT License)

Core Rules

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

  2. Avoid AI words. Words overused by AI that signal machine-generated text. See references/words.md.

  3. Break formulaic structures. Avoid binary contrasts, dramatic fragmentation, rhetorical setups. See references/structures.md.

  4. Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently.

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

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

Quick Checks

Before delivering prose:

  • Three consecutive sentences match length? Break one.
  • Paragraph ends with punchy one-liner? Vary it.
  • Em-dash before a reveal? Remove it.
  • Explaining a metaphor? Trust it to land.

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.

Examples

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

Score

Total Score

50/100

Based on repository quality metrics

SKILL.md

SKILL.mdファイルが含まれている

+20
LICENSE

ライセンスが設定されている

0/10
説明文

100文字以上の説明がある

0/10
人気

GitHub Stars 100以上

0/15
最近の活動

3ヶ月以内に更新がある

0/10
フォーク

10回以上フォークされている

0/5
Issue管理

オープンIssueが50未満

+5
言語

プログラミング言語が設定されている

+5
タグ

1つ以上のタグが設定されている

0/5

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