naturalize
CommunityMake AI-generated prose sound natural.
Content & Communication#vocabulary#rhythm#register#ai-writing#prose-editing#naturalize#surface-signatures
Authorusurobor
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Naturalize removes machine-like surface signatures from coherent prose without altering meaning or structure.
Core Features & Use Cases
- Applies after writing to clean surface without changing content.
- Targets vocabulary, rhythm, repetition, and register to reduce AI-like tells.
- Use case: refine AI-drafted articles, READMEs, or reports for publication.
Quick Start
Feed a structurally coherent draft to Naturalize and run the four passes (vocabulary, rhythm, repetition, register) in order to remove surface signatures while preserving meaning and structure.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: naturalize Download link: https://github.com/usurobor/cnos/archive/main.zip#naturalize Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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