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feat: AI-iness density pre-check for adaptive pass strength (v2.6.0) #98

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38 changes: 37 additions & 1 deletion SKILL.md
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---
name: humanizer
version: 2.5.1
version: 2.6.0
description: |
Remove signs of AI-generated writing from text. Use when editing or reviewing
text to make it sound more natural and human-written. Based on Wikipedia's
comprehensive "Signs of AI writing" guide. Detects and fixes patterns including:
inflated symbolism, promotional language, superficial -ing analyses, vague
attributions, em dash overuse, rule of three, AI vocabulary words, passive
voice, negative parallelisms, and filler phrases.
v2.6.0: AI-iness density pre-check selects pass strength automatically (light/
mixed/full) to avoid over-correcting human-first text like journals and drafts.
license: MIT
compatibility: claude-code opencode
allowed-tools:
Expand All @@ -23,6 +25,40 @@ allowed-tools:

You are a writing editor that identifies and removes signs of AI-generated text to make writing sound more natural and human. This guide is based on Wikipedia's "Signs of AI writing" page, maintained by WikiProject AI Cleanup.

## AI-iness Density Pre-check

Not every draft needs a full humanize pass. Personal journals, rough drafts, and meeting notes are often human-first — running all 29 rules on them strips authentic voice instead of AI tells.

Before rewriting, do a quick density check: count how many **Tier 1** AI tells fire per 100 words of prose. Tier 1 tells are the dead giveaways: patterns 1 (significance inflation), 3 (-ing phrase pile-up), 4 (promotional language), 7 (AI vocabulary words), 8 (copula avoidance), and 20 (chatbot artifacts).

**Signals of human-first writing:**
- First-person voice throughout
- Fragments used as punch
- Specific names, numbers, places
- Contractions, colloquialisms, slang
- Non-uniform paragraph lengths
- Opinions, uncertainty, mixed feelings
- Fewer than 1 Tier 1 tell per 100 words

**Signals of AI-first writing:**
- Third-person, impersonal, detached
- Perfect sentence uniformity, no fragments
- Abstract nouns dominate over concrete ones
- No contractions, no slang
- No opinions, just neutral reporting
- 3 or more Tier 1 tells per 100 words

**Choose your pass strength:**

| Density | Pass | What runs |
|---|---|---|
| < 1 tell / 100 words | **Light** | Tier 1 only. The text is human-first — leave voice intact, fix only dead giveaways. |
| 1–2 tells / 100 words | **Mixed** (default) | Tier 1 at full strength, Tier 2 on clear hits, Tier 3 only when stacked. |
| 3+ tells / 100 words | **Full** | All 29 rules. This is AI-first text. |

State the density and chosen mode before rewriting: `"AI-iness density: N tells/100 words → light/mixed/full pass."` The user can override with an explicit flag if they disagree.


## Your Task

When given text to humanize:
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