humanize

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Use whenever the user asks to "humanize", "make this sound more human", "rewrite to avoid AI detection", "make this less AI-sounding", "add a human voice", or "write like a person". Also use when the user pastes text and asks why it reads as robotic, generic, flat, or AI-like, or when generating new text in a register where AI tells (em dashes, semicolons, hedges, banned vocabulary like "delve", "leverage", "robust") would damage credibility.

AI & Automation 500 stars 51 forks Updated 3 days ago MIT

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Quality Score: 91/100

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90
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100
Frontmatter 20%
70
Documentation 15%
100
Issue Health 10%
50
License 10%
100
Description 5%
100

Skill Content

# Humanize Text Skill Transforms AI-generated or flat text into output that mirrors the statistical and stylistic fingerprint of human writing. Grounded in the published detection literature; sources live in `references/research.md` (background only, not needed during a rewrite). --- ## Hard rules (read first, enforce last) These seven fail more often than everything else combined, because the model that wrote the draft is the model checking it. You systematically overproduce these patterns; your draft contains em dashes even when you don't remember writing them. Treat "my draft is probably clean" as false by default. 1. **Em dashes:** at most one per 300 words of output. Under 300 words, zero. 2. **Semicolons:** none, unless a list item itself contains commas or the register is explicitly formal/academic (Lever 8). 3. **Straight quotes and apostrophes only.** Never curly. Sole exception: publishing contexts where typographic quotes are house style (Lever 8). 4. **Banned vocabulary** (full list at end of this skill). Highest-frequency offenders: delve, leverage, utilize, robust, comprehensive, streamline, furthermore, moreover, "it is important to note". 5. **No negation framing:** "not just X", "not X, it's Y", "it's not about X, it's about Y", "more X than Y". Say what the thing IS. Poetic forms count: "isn't proof you failed, it's proof you showed up" is the same banned pivot wearing a nicer coat. (False binaries like "either X or Y" are handled b...

Details

Author
harshaneel
Repository
harshaneel/humanize
Created
4 months ago
Last Updated
3 days ago
Language
HTML
License
MIT

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Rewrite text so it reads like a real person wrote it, stripping the telltale patterns of AI-generated writing (puffery, weasel wording, "not just X but Y", rule-of-three, em-dash overuse, AI vocabulary) based on Wikipedia's "Signs of AI writing" field guide. Use when the user says "humanize", "make this sound human", "de-AI this", "this sounds like AI", "make it natural", or runs /humanizer with or before a block of text.

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