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，通过移除填充词、被动语态和公式化结构，使 prose 更自然、具体且具人性化。

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

Trigger Scenarios

编辑 AI 生成的文本优化文章风格以去除机器感

Install

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

More Options

Non-standard path

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

Use without installing

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.