|
| 1 | +# Humanizer |
| 2 | + |
| 3 | +A Claude Code skill that removes signs of AI-generated writing from text, making it sound more natural and human. |
| 4 | + |
| 5 | +## Installation |
| 6 | + |
| 7 | +### Recommended (clone directly into Claude Code skills directory) |
| 8 | + |
| 9 | +```bash |
| 10 | +mkdir -p ~/.claude/skills |
| 11 | +git clone https://github.com/blader/humanizer.git ~/.claude/skills/humanizer |
| 12 | +``` |
| 13 | + |
| 14 | +### Manual install/update (only the skill file) |
| 15 | + |
| 16 | +If you already have this repo cloned (or you downloaded `SKILL.md`), copy the skill file into Claude Code’s skills directory: |
| 17 | + |
| 18 | +```bash |
| 19 | +mkdir -p ~/.claude/skills/humanizer |
| 20 | +cp SKILL.md ~/.claude/skills/humanizer/ |
| 21 | +``` |
| 22 | + |
| 23 | +## Usage |
| 24 | + |
| 25 | +In Claude Code, invoke the skill: |
| 26 | + |
| 27 | +``` |
| 28 | +/humanizer |
| 29 | +
|
| 30 | +[paste your text here] |
| 31 | +``` |
| 32 | + |
| 33 | +Or ask Claude to humanize text directly: |
| 34 | + |
| 35 | +``` |
| 36 | +Please humanize this text: [your text] |
| 37 | +``` |
| 38 | + |
| 39 | +## Overview |
| 40 | + |
| 41 | +Based on [Wikipedia's "Signs of AI writing"](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) guide, maintained by WikiProject AI Cleanup. This comprehensive guide comes from observations of thousands of instances of AI-generated text. |
| 42 | + |
| 43 | +### Key Insight from Wikipedia |
| 44 | + |
| 45 | +> "LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely result that applies to the widest variety of cases." |
| 46 | +
|
| 47 | +## 24 Patterns Detected (with Before/After Examples) |
| 48 | + |
| 49 | +### Content Patterns |
| 50 | + |
| 51 | +| # | Pattern | Before | After | |
| 52 | +|---|---------|--------|-------| |
| 53 | +| 1 | **Significance inflation** | "marking a pivotal moment in the evolution of..." | "was established in 1989 to collect regional statistics" | |
| 54 | +| 2 | **Notability name-dropping** | "cited in NYT, BBC, FT, and The Hindu" | "In a 2024 NYT interview, she argued..." | |
| 55 | +| 3 | **Superficial -ing analyses** | "symbolizing... reflecting... showcasing..." | Remove or expand with actual sources | |
| 56 | +| 4 | **Promotional language** | "nestled within the breathtaking region" | "is a town in the Gonder region" | |
| 57 | +| 5 | **Vague attributions** | "Experts believe it plays a crucial role" | "according to a 2019 survey by..." | |
| 58 | +| 6 | **Formulaic challenges** | "Despite challenges... continues to thrive" | Specific facts about actual challenges | |
| 59 | + |
| 60 | +### Language Patterns |
| 61 | + |
| 62 | +| # | Pattern | Before | After | |
| 63 | +|---|---------|--------|-------| |
| 64 | +| 7 | **AI vocabulary** | "Additionally... testament... landscape... showcasing" | "also... remain common" | |
| 65 | +| 8 | **Copula avoidance** | "serves as... features... boasts" | "is... has" | |
| 66 | +| 9 | **Negative parallelisms** | "It's not just X, it's Y" | State the point directly | |
| 67 | +| 10 | **Rule of three** | "innovation, inspiration, and insights" | Use natural number of items | |
| 68 | +| 11 | **Synonym cycling** | "protagonist... main character... central figure... hero" | "protagonist" (repeat when clearest) | |
| 69 | +| 12 | **False ranges** | "from the Big Bang to dark matter" | List topics directly | |
| 70 | + |
| 71 | +### Style Patterns |
| 72 | + |
| 73 | +| # | Pattern | Before | After | |
| 74 | +|---|---------|--------|-------| |
| 75 | +| 13 | **Em dash overuse** | "institutions—not the people—yet this continues—" | Use commas or periods | |
| 76 | +| 14 | **Boldface overuse** | "**OKRs**, **KPIs**, **BMC**" | "OKRs, KPIs, BMC" | |
| 77 | +| 15 | **Inline-header lists** | "**Performance:** Performance improved" | Convert to prose | |
| 78 | +| 16 | **Title Case Headings** | "Strategic Negotiations And Partnerships" | "Strategic negotiations and partnerships" | |
| 79 | +| 17 | **Emojis** | "🚀 Launch Phase: 💡 Key Insight:" | Remove emojis | |
| 80 | +| 18 | **Curly quotes** | `said “the project”` | `said "the project"` | |
| 81 | + |
| 82 | +### Communication Patterns |
| 83 | + |
| 84 | +| # | Pattern | Before | After | |
| 85 | +|---|---------|--------|-------| |
| 86 | +| 19 | **Chatbot artifacts** | "I hope this helps! Let me know if..." | Remove entirely | |
| 87 | +| 20 | **Cutoff disclaimers** | "While details are limited in available sources..." | Find sources or remove | |
| 88 | +| 21 | **Sycophantic tone** | "Great question! You're absolutely right!" | Respond directly | |
| 89 | + |
| 90 | +### Filler and Hedging |
| 91 | + |
| 92 | +| # | Pattern | Before | After | |
| 93 | +|---|---------|--------|-------| |
| 94 | +| 22 | **Filler phrases** | "In order to", "Due to the fact that" | "To", "Because" | |
| 95 | +| 23 | **Excessive hedging** | "could potentially possibly" | "may" | |
| 96 | +| 24 | **Generic conclusions** | "The future looks bright" | Specific plans or facts | |
| 97 | + |
| 98 | +## Full Example |
| 99 | + |
| 100 | +**Before (AI-sounding):** |
| 101 | +> The new software update serves as a testament to the company's commitment to innovation. Moreover, it provides a seamless, intuitive, and powerful user experience—ensuring that users can accomplish their goals efficiently. It's not just an update, it's a revolution in how we think about productivity. Industry experts believe this will have a lasting impact on the entire sector, highlighting the company's pivotal role in the evolving technological landscape. |
| 102 | +
|
| 103 | +**After (Humanized):** |
| 104 | +> The software update adds batch processing, keyboard shortcuts, and offline mode. Early feedback from beta testers has been positive, with most reporting faster task completion. |
| 105 | +
|
| 106 | +## References |
| 107 | + |
| 108 | +- [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) - Primary source |
| 109 | +- [WikiProject AI Cleanup](https://en.wikipedia.org/wiki/Wikipedia:WikiProject_AI_Cleanup) - Maintaining organization |
| 110 | + |
| 111 | +## Version History |
| 112 | + |
| 113 | +- **2.1.1** - Fixed pattern #18 example (curly quotes vs straight quotes) |
| 114 | +- **2.1.0** - Added before/after examples for all 24 patterns |
| 115 | +- **2.0.0** - Complete rewrite based on raw Wikipedia article content |
| 116 | +- **1.0.0** - Initial release |
| 117 | + |
| 118 | +## License |
| 119 | + |
| 120 | +MIT |
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