AI Humanizer
以下摘录自该仓库的 README(片段) · 在 GitHub 读完整 README →
Make AI-generated content undetectable. Prevents the patterns AI detectors and experienced
developers flag - em dashes, buzzwords, over-formatting, narrating comments, git co-author trailers,
and uniform sentence structure.
> AI detectors look for statistical patterns, not meaning. This plugin prevents those patterns at
> the source. The agent writes human-sounding content from the start instead of you fixing it after.
Install
Cursor / Claude Code / Windsurf
Or copy skills/ into your .cursor/skills/ or .claude/skills/ directory.
What's Included
| Type | Name | Description |
| ------- | ---------------- | ---------------------------------------------------------------------------------------- |
| Skill | ai-humanizer | 10 rules covering vocabulary, formatting, structure, comments, commits, and git metadata |
| Rule | best-practices | Always-on behavioral rule that catches AI patterns before they're written |
| Command | /audit | Scan your project for AI fingerprints in READMEs, docs, comments, and git history |
What It Catches
| AI pattern | Why it gets flagged | What the plugin enforces |
| --------------------------------- | -------------------------------------- | ------------------------------------------------------- |
| Em dashes (---) everywhere | AI uses them 5-10x more than humans | Hyphens with spaces, periods, or restructured sentences |
| "delve", "leverage", "robust" | 50-700x more frequent in AI text | Plain words: "use", "important", "careful" |
| "In today's...", "Happy coding!" | Opening/closing cliches | Direct, varied openings |
| 12-18 word sentences consistently | Uniform length is a strong signal | Mixed short and long sentences |
| // Import the module | Narrating comments are an instant tell | Only non-obvious intent in comments |
| Co-authored-by: Cursor | Permanently marks your git history | No AI attribution in commits |
| Bold labels on every bullet | Over-formatting signals AI | Sparse, varied formatting |