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stop-slop
Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Use when asked to generate a "no way to prevent this" / no-way-to-prevent-this satire post for a memory-safety CVE (out-of-bounds write/read, buffer/heap overflow, use-after-free, integer overflow) in a C or C++ project, given a CVE number or NVD link.
Detect and eliminate common AI writing tropes from prose. Use when drafting,
Create new blogposts from a template or linkposts using the hydrate command.
Use when creating git commits, writing commit messages, or following version control workflows
Choose and create the right Neon branch type for testing and development. Use when users ask about Neon branching, migration testing with real data, isolated test environments, schema-only branch workflows for sensitive data, or branch creation via Neon CLI or Neon MCP. Triggers include "Neon branch", "test migrations safely", "branch production data", "schema-only branch", "reset branch" and "sensitive data testing".
Read files without making changes. Use when you need read-only file access.
| 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)"} |
Eliminate predictable AI writing patterns from prose.
Cut filler phrases. Remove throat-clearing openers and emphasis crutches. See references/phrases.md.
Break formulaic structures. Avoid binary contrasts, dramatic fragmentation, rhetorical setups. See references/structures.md.
Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently.
Trust readers. State facts directly. Skip softening, justification, hand-holding.
Cut quotables. If it sounds like a pull-quote, rewrite it.
Before delivering prose:
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 for before/after transformations.
MIT