The humanizer skill refines AI-generated text by identifying and removing common algorithmic patterns to create more natural, authentic writing.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install yuyonghao-humanizer
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 yuyonghao-humanizer 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?
The humanizer is a sophisticated text editing tool designed to strip away the tell-tale signs of LLM-generated content. Based on comprehensive research into AI writing signatures, it targets specific linguistic artifacts such as inflated symbolism, overused vocabulary, and mechanical sentence structures. This tool is essential for developers and writers who use Openclaw Skills to ensure their output maintains a genuine human pulse.
Beyond just removing bad habits, this skill focuses on injecting personality and soul back into the writing. It encourages varied sentence rhythms, honest perspectives, and specific emotional resonance, moving past the sterile and neutral tone typically associated with raw AI outputs.
Humanizer Use Cases
- Refining AI-drafted blog posts or documentation to sound more professional and less algorithmic.
- Cleaning up promotional copy by removing empty buzzwords and "puffery."
- Converting vague, hedged statements into direct, fact-based prose.
- Standardizing style by removing overused em dashes, curly quotes, and boldface headers.
- Humanizing technical reports to vary rhythm and improve readability.
How Humanizer Works
- The skill scans the input text to identify common AI patterns like -ing suffixes, the rule of three, and vague attributions.
- It flags "AI Vocabulary" words such as pivotal, underscore, and tapestry for replacement.
- Problematic sections are rewritten to use simpler copulas (is/are) and concrete details.
- The tool injects "soul" by varying sentence lengths and adding specific human perspectives.
- A final natural-sounding version is presented alongside a summary of the structural changes made.
Humanizer Setup
To integrate this skill into your local environment, use the following commands within your project directory:
# Install the humanizer skill
openclaw install humanizer
# Run the skill on a specific file
openclaw run humanizer --input draft.md
Humanizer Data Schema & Taxonomy
The humanizer skill processes text strings and interacts with the file system via standard tools. It organizes its workflow based on the following taxonomy:
| Feature | Description |
|---|---|
| Content Patterns | Identifies undue emphasis, promotional language, and weasel words. |
| Grammar Patterns | Corrects copula avoidance, negative parallelisms, and false ranges. |
| Style Patterns | Normalizes punctuation, casing in headings, and emoji usage. |
| Communication Artifacts | Removes chatbot-specific filler like "I hope this helps." |
Humanizer Advanced Features
- Multi-agent support for collaborative editing workflows.
- Automated detection of knowledge-cutoff disclaimers and sycophantic tones.
- Support for custom tone mapping (formal, casual, or technical) while maintaining human-like variance.
- Integration with Wikipedia's WikiProject AI Cleanup standards for up-to-date pattern recognition.
SKILL.md
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