A professional writing editor and analyzer that identifies 24 distinct AI patterns and rewrites text to sound natural, specific, and authentically human.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install ai-humanizer-backup
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install ai-humanizer-backup using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Humanizer?
Humanizer is a specialized technical tool designed to bridge the gap between algorithmic output and genuine human expression. By leveraging a comprehensive database of over 500 AI-associated vocabulary terms and 24 specific pattern detectors, it scrutinizes text for "significance inflation," sterile promotional language, and the metronomic rhythm typical of Large Language Models.
Integrating this into your Openclaw Skills library allows you to move beyond simple paraphrasing. It performs deep stylometric analysis, examining burstiness and type-token ratios to ensure the final output isn't just grammatically correct, but possesses the "messy," varied, and opinionated nature of human writing. It effectively strips away chatbot artifacts and sycophantic tones to produce content that resonates with real readers.
Humanizer Use Cases
- Humanizing AI-generated blog posts or articles to avoid detection and improve engagement.
- Reviewing technical documentation to remove repetitive AI vocabulary like delve or tapestry.
- Scoring drafts for AI probability before publication.
- Refining marketing copy to remove hollow buzzwords and significance inflation.
- Converting sterile academic summaries into conversational, opinionated pieces.
How Humanizer Works
- The skill scans the input text against a library of 24 specific AI writing patterns and 500+ banned vocabulary terms.
- It calculates statistical signals, including burstiness, sentence length variation (Coefficient of Variation), and trigram repetition.
- Problematic sections are identified and flagged based on three tiers of suspicious vocabulary.
- The agent rewrites the text using natural alternatives, preserving the core meaning while introducing personality and varied sentence rhythms.
- A final verification is performed to ensure the text flows naturally and adheres to the intended tone (formal, casual, or technical).
Humanizer Setup
To get started with this component of your Openclaw Skills, use the following commands in your terminal:
# Install dependencies and prepare the CLI
npm install
# Score a piece of text for AI patterns (0-100 scale)
echo "Your text here" | node src/cli.js score
# Generate a full humanization report for a file
node src/cli.js report article.txt > report.md
Humanizer Data Schema & Taxonomy
The Humanizer skill organizes its analysis through a structured hierarchy of patterns and statistical metrics:
| Data Point | Description |
|---|---|
| Pattern Categories | Content, Language, Style, Communication, and Filler |
| Vocabulary Tiers | Tier 1 (Dead giveaways), Tier 2 (Suspicious), and Forbidden Phrases |
| Statistical Metrics | Burstiness (0.5-1.0), Type-token ratio (0.5-0.7), and Trigram repetition |
| Output Formats | Raw text, Markdown reports, and Programmatic JSON |
Humanizer Advanced Features
- Auto-fix mode: Automatically apply suggested rewrites to a draft using the --autofix flag.
- Multi-Tier Vocabulary Filtering: Granular control over specific word lists to allow or block based on technical context.
- Always-On Integration: Templates provided to integrate these rules directly into agent system prompts for persistent human-like output.
- Statistical Auditing: Deep dive into the mathematical structure of the writing to ensure low trigram repetition and high sentence length variance.
SKILL.md
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