stop-slop

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

不碰外部（只输出文字）无严重或高危命中brycewang-stanford/Auto-Empirical-Research-Skills

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它会碰到什么不碰外部（只输出文字）

命中总数0 处

命中统计严重 0 · 高 0 · 中 0 · 低 0

这一栏是扫描器报的事实，不是结论。命中多不等于有毒（安全工具、规则库、示例脚本本来就会包含危险写法），命中少也不等于干净。它和你手上的凭据、文件、网络有什么关系，需要你自己看。

Eliminate predictable AI writing patterns from prose.

Cut filler phrases. Remove throat-clearing openers, emphasis crutches, and all adverbs. See [references/phrases.md](references/phrases.md).

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

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.

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.

See [references/examples.md](references/examples.md) for before/after transformations.

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原文件路径skills/46-hardikpandya-stop-slop/SKILL.md