Agent Skills › holaboss-ai/holaOS › stop-slop

stop-slop

GitHub

用于消除文本中可预测的AI写作模式，通过删除填充词、打破公式化结构、使用主动语态等规则，提升文本的人类化特征和真实感。

runtime/harnesses/src/embedded-skills/stop-slop/SKILL.md holaboss-ai/holaOS

触发场景

编辑或审查AI生成的文本优化草稿以去除机械感

安装

npx skills add holaboss-ai/holaOS --skill stop-slop -g -y

更多选项

非标准路径

npx skills add https://github.com/holaboss-ai/holaOS/tree/main/runtime/harnesses/src/embedded-skills/stop-slop -g -y

不安装直接使用

npx skills use holaboss-ai/holaOS@stop-slop

指定 Agent (Claude Code)

npx skills add holaboss-ai/holaOS --skill stop-slop -a claude-code -g -y

安装 repo 全部 skill

npx skills add holaboss-ai/holaOS --all -g -y

预览 repo 内 skill

npx skills add holaboss-ai/holaOS --list

SKILL.md

Frontmatter

{
    "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."
}

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.