AI Pattern Remover
Stop slop
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
--- name: stop-slop description: Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. metadata: trigger: Writing prose, editing drafts, reviewing content for AI patterns author: Hardik Pandya (https://hvpandya.com) --- # 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](references/phrases.md). 2. **Break formulaic structures.** Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See [references/structures.md](references/structures.md).
Overview
See references/examples.md for before/after transformations.
Manual install (npx, ZIP)
Claude Code
npx skills add hardikpandya/stop-slop -g -a claude-codeClaude.ai / desktop
Codex, Cursor, other agents
Connects with Agent Alley MCP · agentalley.io/mcp
Files included
SKILL.md2.6 KB
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SKILL.md
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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.
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
| 1 | |
| 2 | name stop-slop |
| 3 | description Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. |
| 4 | metadata |
| 5 | trigger Writing prose, editing drafts, reviewing content for AI patterns |
| 6 | author Hardik Pandya (https://hvpandya.com) |
| 7 | |
| 8 | |
| 9 | # Stop Slop |
| 10 | |
| 11 | Eliminate predictable AI writing patterns from prose. |
| 12 | |
| 13 | ## Core Rules |
| 14 | |
| 15 | **Cut filler phrases.** Remove throat-clearing openers, emphasis crutches, and all adverbs. See [references/phrases.md]. |
| 16 | |
| 17 | **Break formulaic structures.** Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See [references/structures.md]. |
| 18 | |
| 19 | **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"). |
| 20 | |
| 21 | **Be specific.** No vague declaratives ("The reasons are structural"). Name the specific thing. No lazy extremes ("every," "always," "never") doing vague work. |
| 22 | |
| 23 | **Put the reader in the room.** No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions. |
| 24 | |
| 25 | **Vary rhythm.** Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes. |
| 26 | |
| 27 | **Trust readers.** State facts directly. Skip softening, justification, hand-holding. |
| 28 | |
| 29 | **Cut quotables.** If it sounds like a pull-quote, rewrite it. |
| 30 | |
| 31 | ## Quick Checks |
| 32 | |
| 33 | Before delivering prose: |
| 34 | |
| 35 | Any adverbs? Kill them. |
| 36 | Any passive voice? Find the actor, make them the subject. |
| 37 | Inanimate thing doing a human verb ("the decision emerges")? Name the person. |
| 38 | Sentence starts with a Wh- word? Restructure it. |
| 39 | Any "here's what/this/that" throat-clearing? Cut to the point. |
| 40 | Any "not X, it's Y" contrasts? State Y directly. |
| 41 | Three consecutive sentences match length? Break one. |
| 42 | Paragraph ends with punchy one-liner? Vary it. |
| 43 | Em-dash anywhere? Remove it. |
| 44 | Vague declarative ("The implications are significant")? Name the specific implication. |
| 45 | Narrator-from-a-distance ("Nobody designed this")? Put the reader in the scene. |
| 46 | Meta-joiners ("The rest of this essay...")? Delete. Let the essay move. |
| 47 | |
| 48 | ## Scoring |
| 49 | |
| 50 | Rate 1-10 on each dimension: |
| 51 | |
| 52 | | Dimension | Question | |
| 53 | |-----------|----------| |
| 54 | | Directness | Statements or announcements? | |
| 55 | | Rhythm | Varied or metronomic? | |
| 56 | | Trust | Respects reader intelligence? | |
| 57 | | Authenticity | Sounds human? | |
| 58 | | Density | Anything cuttable? | |
| 59 | |
| 60 | Below 35/50: revise. |
| 61 | |
| 62 | ## Examples |
| 63 | |
| 64 | See [references/examples.md] for before/after transformations. |
| 65 | |
| 66 | ## License |
| 67 | |
| 68 | MIT |
| 69 |
Details
- License
- MIT
- Stars on the repo
- ★ 17,826
- Checked
- Source
- hardikpandya/stop-slop ↗
- Creator
- hardikpandya · 1 listing
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