OpenSource-Hub

stop-slop

기타

hardikpandya/stop-slop

AI 문장 제거 기술 모음

개요

LLM(예: Claude)을 위해 설계된 기법 파일로, 흔한 AI 글쓰기 흔적을 탐지하고 제거합니다. 금지 구문, 구조 패턴 및 문장 수준 규칙을 포함하며, 산문 질을 평가하기 위한 점수 시스템을 제공합니다.

README 미리보기

# Stop Slop\n\nA skill for removing AI tells from prose.\n\n\n\n## What this is\n\nAI writing has patterns. Predictable phrases, structures, rhythms. This skill teaches Claude (or any LLM) to catch and remove them.\n\n## Skill Structure\n\n```\nstop-slop/\n├── SKILL.md              # Core instructions\n├── references/\n│   ├── phrases.md        # Phrases to remove\n│   ├── structures.md     # Structural patterns to avoid\n│   └── examples.md       # Before/after transformations\n├── README.md\n└── LICENSE\n```\n\n## Quick start\n\n**Claude Code:** Add this folder as a skill.\n\n**Claude Projects:** Upload `SKILL.md` and reference files to project knowledge.\n\n**Custom instructions:** Copy core rules from `SKILL.md`.\n\n**API calls:** Include `SKILL.md` in your system prompt. Reference files load on demand.\n\n## What it catches\n\n**Banned phrases** - Throat-clearing openers, emphasis crutches, business jargon, all adverbs, vague declaratives, meta-commentary. See `references/phrases.md`.\n\n**Structural clichés** - Binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency, narrator-from-a-distance voice, passive voice. See `references/structures.md`.\n\n**Sentence-level rules** - No Wh- sentence starters, no em dashes, no staccato fragmentation, no lazy extremes, active voice required.\n\n## Scoring\n\nRate 1-10 on each dimension:\n\n| Dimension | Question |\n|-----------|----------|\n| Directness | Statements or announcements? |\n| Rhythm | Varied or metronomic? |\n| Trust | Respects reader intelligence? |\n| Authenticity | Sounds human? |\n| Density | Anything cuttable? |\n\nBelow 35/50: revise.\n\n## Author\n\n[Hardik Pandya](https://hvpandya.com)\n\n## License\n\nMIT. Use freely, share widely.\n

FAQ (1)

문제 해결
스킬을 추가할 때 Claude Desktop에 'unexpected key in SKILL.md frontmatter'가 표시되는 이유는 무엇인가요?

SKILL.md frontmatter에는 허용되지 않은 키(예: 'trigger', 'author')가 포함되어 있습니다. 최상위 수준에서는 'name', 'description', 'license', 'allowed-tools', 'compatibility', 'metadata'만 허용됩니다. 추가 키는 'metadata' 아래로 이동하세요. 예시:
---
name: stop-slop
description: AI 글쓰기 패턴 제거...
metadata:
trigger: 산문 쓰기, 초안 편집...
author: Hardik Pandya
---

원본 Issue #2