A sophisticated writing editor that identifies and removes mechanical AI-generated patterns to produce natural, human-sounding text.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install humanizer-conflict
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-conflict 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: AI Writing Refinement?
The Humanizer skill is a specialized utility designed to bridge the gap between sterile AI outputs and authentic human communication. Based on the comprehensive research from Wikipedia's AI Cleanup project, this skill targets the statistical tells that make LLM-generated content feel unearned or robotic. It serves as a vital component for those using Openclaw Skills to ensure their output maintains a high standard of readability and personality.
Beyond simple editing, the skill focuses on injecting soul into writing by varying sentence rhythm, adding specific opinions, and removing the inflated symbolism that often plagues raw AI drafts. It transforms generic summaries into sharp, actionable, and engaging content that resonates with human readers.
Humanizer: AI Writing Refinement Use Cases
- Polishing technical documentation to remove bloated filler and vague attributions.
- Refining marketing copy to eliminate hyperbolic AI vocabulary like "groundbreaking" or "pivotal."
- Transforming AI-generated blog posts into personal narratives with unique rhythms and perspectives.
- Cleaning up chatbot artifacts and "knowledge-cutoff" disclaimers from published content.
- Stripping mechanical formatting like excessive bolding or emoji-laden headers for a professional look.
How Humanizer: AI Writing Refinement Works
- The skill analyzes the input text against a database of known AI signatures, including high-frequency vocabulary and specific grammatical structures.
- It identifies content-level issues such as undue emphasis on significance, false ranges, and the overused "rule of three."
- Problematic sections are rewritten to use simple copulas (is/are) and active voice, replacing vague authoritative phrases with concrete details.
- The engine applies stylistic corrections, such as normalizing quotation marks and removing mechanical em-dash overuse.
- Finally, the skill optionally injects personality by adjusting sentence length and adding context-specific nuance, a key value of integrating this into your Openclaw Skills workflow.
Humanizer: AI Writing Refinement Setup
To integrate the Humanizer skill into your development environment, ensure you have an active agent capable of file manipulation. Use the following command to initialize the skill within your project directory:
# Install the Humanizer skill via the CLI
openclaw install humanizer
# Run the humanizer on a specific file
openclaw run humanizer --input draft.md --output final.md
Humanizer: AI Writing Refinement Data Schema & Taxonomy
The Humanizer skill processes text through a structured taxonomy of patterns. It categorizes its edits into the following data schema:
| Category | Patterns Monitored |
|---|---|
| Content | Significance bloat, weasel words, promotional language |
| Language | AI frequency words (delve, tapestry, foster), copula avoidance |
| Style | Em dash overuse, boldface mechanics, inline-header lists |
| Communication | Chatbot artifacts, sychophantic tone, generic conclusions |
Humanizer: AI Writing Refinement Advanced Features
- Multi-agent support for automated review and rewrite cycles.
- Personality injection hooks to adjust the level of "soul" and rhythm variation.
- Context-aware tone matching to preserve formal, casual, or technical voices.
- Integration with Wikipedia's latest AI cleanup guidelines for up-to-date pattern detection.
- Batch processing capabilities to humanize entire directories of content using Openclaw Skills.
SKILL.md
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