A specialized tool for transforming sterile AI-generated text into high-quality, natural-sounding, and publication-ready editorial content.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install humanize-ai-content
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 humanize-ai-content 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 Content?
This skill is designed to bridge the gap between algorithmic AI output and professional human editorial standards. By utilizing a comprehensive library of 24 AI writing patterns and over 500 vocabulary terms, it identifies and replaces AI slop with authentic, bursty, and engaging prose.
Whether you are dealing with a single paragraph or a full-scale blog post, these Openclaw Skills provide the necessary editorial polish to ensure content resonates with human readers. The skill leverages statistical indicators like burstiness and type-token ratios to ensure the resulting text avoids the metronomic rhythm common in large language models.
Humanize AI Content Use Cases
- Humanizing AI-generated essays, emails, or short-form copy to sound more natural and engaging.
- Preparing long-form blog posts and comparison guides for direct publication on WordPress or other CMS platforms.
- Removing common AI artifacts and vocabulary like delve, tapestry, and formulaic conclusions.
- Enhancing editorial authority by converting parenthetical citations into high-priority authority hyperlinks.
- Optimizing AI-written content for SEO while maintaining a consistent and authentic brand voice.
How Humanize AI Content Works
- The skill detects the required mode—Text or Article—based on the user prompt and content structure.
- It performs a comprehensive scan for 24 distinct AI writing patterns, including significance inflation and formulaic challenges.
- Statistical indicators like burstiness and sentence length variation are analyzed to ensure a human-like rhythm is achieved.
- In Article Mode, the skill applies an editorial pipeline that handles citation linking, internal product links, and SEO heading enhancement.
- The final output is formatted for direct publication, including FAQ schema preparation and table rank formatting according to Openclaw Skills standards.
Humanize AI Content Setup
To integrate this skill into your workflow, ensure your environment is configured for Openclaw Skills deployment.
# Basic command to humanize a text block
openclaw run humanize-ai-content --input "your_ai_text.md"
Ensure your content follows Markdown standards for optimal Article Mode transformation and citation processing.
Humanize AI Content Data Schema & Taxonomy
The skill processes raw text and outputs Markdown-formatted files ready for CMS import. It maintains a taxonomy of AI vocabulary across multiple tiers and tracks statistical signals.
| Component | Description |
|---|---|
| Pattern Detection | Identifies 24 linguistic indicators of AI authorship |
| Vocabulary Tiers | Tiers 1 and 2 for replacement of overused AI terms |
| Statistical Meta | Tracks Burstiness, TTR, and Sentence CoV |
| Authority Links | Maps parenthetical citations to bolded source hyperlinks |
Humanize AI Content Advanced Features
- Dual-mode operation allowing users to toggle between lightweight text humanization and full editorial article processing.
- Pattern-based rewriting that automatically detects and fixes copula avoidance, negative parallelisms, and emoji overuse.
- Authority Preservation which maintains the structural integrity of expert content while polishing the prose style.
- WordPress/CMS Readiness that generates specific FAQ schema and optimized heading structures for web publishing.
- Sophisticated statistical analysis to ensure content meets human-like distribution ranges for vocabulary diversity.
SKILL.md
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