Stop Slop
A skill for removing AI tells from prose and making your writing sound human again.
AI writing has patterns. Predictable phrases, structures, rhythms. This skill teaches Claude (or any LLM) to catch and remove them.
A skill for removing AI tells from prose and making your writing sound human again.
AI writing has patterns. Predictable phrases, structures, rhythms. This skill teaches Claude (or any LLM) to catch and remove them.
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Add this folder as a skill to integrate directly into your Claude Code environment.
Upload SKILL.md and reference files to your project knowledge base for contextual understanding.
Copy core rules from SKILL.md into your custom instructions for consistent application.
Include SKILL.md in your system prompt. Reference files load on demand for flexibility.
Throat-clearing openers, emphasis crutches, business jargon, all adverbs, vague declaratives, and meta-commentary. See references/phrases.md for the complete list.
Binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency, narrator-from-a-distance voice, and passive voice. See references/structures.md.
No Wh- sentence starters, no em dashes, no staccato fragmentation, no lazy extremes, and active voice required. Creates natural, flowing prose.
| Dimension | Question |
|---|---|
| Directness | Statements or announcements? |
| Rhythm | Varied or metronomic? |
| Trust | Respects reader intelligence? |
| Authenticity | Sounds human? |
| Density | Anything cuttable? |
Below 35/50: revise
Join thousands of developers and writers who trust Stop Slop to eliminate AI tells from their prose.