AGENT SKILL

stop-slop

Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.

适用职业内容创作者
使用场景写作与文案
License 许可
MIT
最近更新
2026-11-12
Stars
★ 0
Forks
0

01 前言 Front Matter

name
stop-slop
metadata
{ "author": "Hardik Pandya (https://hvpandya.com)", "trigger": "Writing prose, editing drafts, reviewing content for AI patterns" }
description
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.

02 资源文件 6

03 SKILL.md 正文

Stop Slop

Eliminate predictable AI writing patterns from prose.

Core Rules

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

  2. Break formulaic structures. Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See references/structures.md.

  3. 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").

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

  5. Put the reader in the room. No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.

  6. Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.

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

  8. 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

04 同仓库更多 Skills

endman100
endman100/skill-router-nexus

create-master

基于佛教经典文献,生成特定高僧大德的 AI 教学角色

教师与教育
★ 0
endman100
endman100/skill-router-nexus

writing-dna-skill

从至少 20 篇完整文章中蒸馏可复用的写作 DNA,分析语言、文章结构、选题逻辑、素材策略、认知框架和视觉风格,并生成 Writing-DNA.md;按该 DNA 写作时会读取全部蒸馏产物和 5 篇相关原文。用于中英文作者、账号、品牌或出版物的风格分析与一致性写作。 Distill reusable Writing DNA from at least 20 complete articles for Chinese or English authors, publications, brands, and accounts; use for language, structure, topic logic, source strategy, cognitive-frame, and visual-style analysis.

内容创作者写作与文案Skill与智能体开发
★ 0
endman100
endman100/skill-router-nexus

shuorenhua

检查和清理中英文文本里的 AI 套路,适用于“去 AI 味”“说人话”“自然一点”“别像模板”“先标问题”这类改写和审稿需求;按场景控制力度,同时保留事实、术语、语域和责任主体。

★ 0
endman100
endman100/skill-router-nexus

naming

Name products, SaaS, brands, open source projects, bots, and apps. Use when the user needs to name something, find a brand name, or pick a product name. Metaphor-driven process that produces memorable, meaningful names and avoids AI slop.

★ 0
endman100
endman100/skill-router-nexus

humanizer-zh

去除文本中的 AI 生成痕迹。适用于编辑或审阅文本,使其听起来更自然、更像人类书写。 基于维基百科的"AI 写作特征"综合指南。检测并修复以下模式:夸大的象征意义、 宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、 AI 词汇、否定式排比、过多的连接性短语。

写作与文案
★ 0
endman100
endman100/skill-router-nexus

awesome-anti-ai-slop

Use this skill when evaluating, selecting, or comparing tools and workflows that reduce low-quality AI-generated writing, code, PRs, frontend UI, design, or team process artifacts. Provides a curated anti-AI-slop directory, starter stacks, evaluation criteria, and references for text, Chinese writing, academic writing, frontend taste, code quality, and governance workflows.

前端开发
★ 0