A specialized tool designed to transform robotic AI-generated content into natural, human-like text that bypasses common AI detectors.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install dandan-humanize-text
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 dandan-humanize-text 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 Humanize AI Text?
Humanize AI Text is an essential utility within the ecosystem of Openclaw Skills that bridges the gap between machine-generated output and authentic human expression. It allows users to refine drafts from models like ChatGPT or Claude, ensuring the final output possesses the natural flow, emotional resonance, and subtle imperfections characteristic of human writing. By stripping away mechanical structures, this skill provides a seamless way to polish content for professional or academic use where an organic tone is required.
Humanize AI Text Use Cases
- Refining AI-generated drafts to sound more natural and less robotic.
- Bypassing AI content detectors such as GPTZero, Turnitin, and Originality.ai.
- Polishing machine-generated reports for a more professional, human-centric tone.
- Automating the removal of repetitive AI patterns like "In conclusion" or mechanical list structures.
How Humanize AI Text Works
- Analyze the input text to identify common AI signatures and robotic linguistic patterns.
- Apply human writing characteristics, including variable sentence lengths and emotional fluctuations.
- Remove mechanical markers such as absolute statements and excessive politeness.
- Restructure sentences from passive to active voice and break down overly complex clauses.
- Output the humanized version alongside an optional detection probability score.
Humanize AI Text Setup
To get started with this skill, ensure you have Python 3.7+ installed. No external API dependencies are required for basic rewriting as it uses local patterns.
# Navigate to the skill directory and run the transformation script
python3 scripts/transform.py "Your AI-generated text here"
# To verify the humanization score via GPTZero (requires internet)
curl -s "https://api.gptzero.me/v1/check" \
-H "Content-Type: application/json" \
-d '{"text": "Your transformed text"}'
Humanize AI Text Data Schema & Taxonomy
The skill organizes its humanization logic through a modular file structure and a local pattern library. This allows Openclaw Skills users to maintain privacy while achieving high-quality results.
| File Name | Purpose |
|---|---|
transform.py |
The core engine responsible for applying humanization rules to input text. |
detect.py |
A local script used to estimate the 'AI-likeness' of text based on heuristic rules. |
patterns.json |
A configuration file containing transformation modes like oralization and detail enhancement. |
Humanize AI Text Advanced Features
- Multi-mode rewriting logic ranging from light polishing to heavy structural humanization.
- Decision-tree based workflow to match the specific goal of the user (e.g., readability vs. detection bypass).
- Local heuristic detection engine for privacy-focused content validation.
- Support for pattern expansion via custom JSON rules to adapt to different writing styles.
SKILL.md
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