A specialized editing skill that identifies and removes robotic patterns from Chinese AI-generated text to ensure it sounds natural and authentic.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install humanizer-zh-op7418
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 humanizer-zh-op7418 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-zh: AI Content De-slop & Naturalizer?
Humanizer-zh is a developer-centric tool designed to combat the statistical average tone of Large Language Models. By implementing research from the WikiProject AI Cleanup, this skill systematically strips away common AI signatures—such as exaggerated symbolism, hollow promotional language, and formulaic sentence structures—specifically for the Chinese language. Using this skill within Openclaw Skills allows teams to maintain high-quality, personality-driven content that bypasses the mechanical feel of raw AI output.
The skill doesn't just delete bad patterns; it actively works to vary sentence rhythm and inject subjective perspective where appropriate. This ensures that the final text feels like it was written by a human with a clear point of view, rather than a neutral machine repeating the same 2023-era vocabulary lists.
Humanizer-zh: AI Content De-slop & Naturalizer Use Cases
- Refining AI-translated or generated technical documentation to sound more professional and less mechanical.
- Auditing blog posts and marketing copy to remove repetitive AI filler words and over-used list structures.
- Converting neutral, soulless reports into engaging articles with a distinct first-person perspective.
- Sanitizing Wikipedia-style entries to remove vague attributions and unearned 'golden sentences'.
How Humanizer-zh: AI Content De-slop & Naturalizer Works
- The agent performs a pattern scan to detect high-frequency AI vocabulary and structural tells like the rule of three or excessive dash usage.
- It identifies 'slop'—filler phrases that add length without adding meaning—and marks them for removal.
- The skill rewrites problematic segments by varying sentence length and replacing vague claims with concrete details.
- It injects personality by introducing human elements like complexity, humor, or first-person insights.
- Finally, the agent provides a humanization score across five dimensions: directness, rhythm, trust, authenticity, and refinement.
Humanizer-zh: AI Content De-slop & Naturalizer Setup
To integrate this skill into your workflow via Openclaw Skills, ensure your agent has access to the standard file manipulation tools.
# Standard setup within an agent environment
openclaw install humanizer-zh
# To process a specific file
openclaw run humanizer-zh --path ./docs/ai-draft.md
Humanizer-zh: AI Content De-slop & Naturalizer Data Schema & Taxonomy
The skill processes text through a structured evaluation framework, often returning a quality scoring table as metadata. This allows users of Openclaw Skills to benchmark their content quality.
| Dimension | Evaluation Criteria | Max Score |
|---|---|---|
| Directness | Measures factual clarity vs. circular declarations | 10 |
| Rhythm | Checks for variation in sentence structure and length | 10 |
| Trust | Evaluates if the text respects reader intelligence | 10 |
| Authenticity | Scores how natural the tone sounds when read aloud | 10 |
| Refinement | Identifies the absence of redundant AI filler | 10 |
Humanizer-zh: AI Content De-slop & Naturalizer Advanced Features
- Comprehensive detection of 24 distinct slop patterns including 'negative parallelism' and 'fake ranges'.
- Automated personality injection to transform neutral reporting into opinionated content.
- Integration with Read/Write/Edit tools for direct document modification within your IDE.
- Linguistic bias correction for Chinese-specific AI tells like copula avoidance and incorrect quote mark usage.
SKILL.md
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