A professional writing editor designed to identify and strip away tell-tale signs of AI-generated text for more natural, human-sounding content.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install cc3po-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 cc3po-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 writing tool within the Openclaw Skills ecosystem that transforms sterile, algorithmic prose into engaging human narratives. Based on the comprehensive research from Wikipedia's WikiProject AI Cleanup, this skill targets the statistical patterns that LLMs frequently fall into, such as inflated symbolism, overused conjunctive phrases, and the dreaded rule of three.
Beyond just removing robotic markers, the skill focuses on injecting personality and soul back into the text. It encourages first-person perspectives where appropriate, varies sentence rhythm, and replaces vague marketing fluff with concrete facts. Whether you are polishing a technical blog post or refining internal documentation, this skill ensures your message isn't lost in a sea of AI-generated noise.
Humanizer Use Cases
- Editing AI-generated blog posts to sound more authentic and less like marketing slop.
- Cleaning up documentation that feels overly formal or robotic.
- Stripping away promotional language from technical reports or Wikipedia-style entries.
- Refining emails or newsletters to include personal voice and varied sentence structure.
- Identifying and removing common AI filler words like delve, pivotal, and underscore.
How Humanizer Works
- The user provides a block of text suspected of being AI-generated or simply feeling too sterile.
- The skill scans the content for over 20 distinct AI patterns, including copula avoidance and superficial -ing analyses.
- It identifies specific 'AI vocabulary' and promotional markers that signal machine origin.
- Problematic sections are rewritten to use simpler, more direct language (e.g., changing 'serves as' to 'is').
- The tool varies sentence length and structure to create a natural, human-like rhythm.
- The final output is presented alongside an optional summary of the specific AI-isms that were removed.
Humanizer Setup
To get started with Humanizer, ensure you have the Openclaw environment configured. You can install the skill directly via the CLI:
# Install the humanizer skill
openclaw install humanizer
# Or clone the repository to your local skills directory
git clone https://clawhub.ai/carloscbrls/humanizer.git
Once installed, you can trigger the skill by passing any text you wish to de-robotize.
Humanizer Data Schema & Taxonomy
The Humanizer skill organizes its analysis based on the Wikipedia Signs of AI Writing taxonomy. It categorizes issues into four primary tiers:
| Category | Patterns Monitored |
|---|---|
| Content Patterns | Undue emphasis on significance, vague attributions, promotional tone. |
| Language & Grammar | AI vocabulary (delve, enhance, tapestry), negative parallelisms, rule of three. |
| Style Patterns | Em dash overuse, excessive boldface, curly quotes, title case in headings. |
| Communication | AI disclaimers, sycophantic tone, collaborative artifacts (e.g., "I hope this helps"). |
Humanizer Advanced Features
- Multi-step AI pattern detection based on real-world WikiProject AI Cleanup data.
- Soul Injection mode: specifically focuses on adding first-person perspective and acknowledging complexity.
- Automated synonym cycling correction to fix repetition-penalty artifacts.
- Conversion of inline-header vertical lists into cohesive, readable paragraphs.
- Formatting cleanup to replace curly quotes and remove unnecessary emojis from professional headings.
SKILL.md
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