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audit

Full writing audit skill for AI coding agents (Claude Code, Codex, etc). Removes AI patterns, fixes grammar, and adapts prose to platform-native conventions.

What it does

Four-pass writing audit with platform presets:

  1. Structure & Rhythm — cuts filler, breaks formulaic patterns, varies sentence length
  2. AI Patterns — removes significance inflation, promotional language, AI vocabulary, synonym cycling
  3. Grammar — comma splices, dangling modifiers, tense consistency, passive voice
  4. Lowercase Mode (optional) — converts to all-lowercase for casual platforms

Platform presets

  • Twitter/X — 280-char limit, hooks, no links in body, thread structure
  • Reddit — subreddit-aware tone, short paragraphs, personal experience over abstractions
  • Hacker News — story > tutorial, technical depth, zero marketing speak
  • LinkedIn — hook before the fold, 800-1000 char sweet spot, no engagement bait
  • Blog (default) — full prose rules, no platform constraints

Scoring

Uses an autoresearch-inspired iterative loop (borrowed from karpathy/autoresearch):

  • Signal density as primary metric: (sentences with new info) / (total sentences), target ≥ 0.80
  • Keep/discard loop: make one category of changes, re-score, keep only if scores improved
  • 7 dimensions scored 1-10: Directness, Rhythm, Trust, Authenticity, Density, Grammar, Platform Fit

Usage

Claude Code

Copy SKILL.md to your Claude Code skills directory:

mkdir -p ~/.claude/skills/audit
cp SKILL.md ~/.claude/skills/audit/SKILL.md

Other agents

Point your agent at SKILL.md as a system prompt or skill file. The skill is self-contained.

License

MIT

About

Full writing audit — AI pattern removal, humanization, grammar, and platform-native styling

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