naturalize

Detects AI writing patterns and rewrites text to read as human-authored prose.

2|Updated Apr 4, 2026
One-click install
npx skills add https://github.com/DoctorMozg/claude-pipelines --skill naturalize-doctormozg
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: naturalize
Source: https://github.com/DoctorMozg/claude-pipelines/tree/main/plugins/mz-creative/skills/naturalize
Command: npx skills add https://github.com/DoctorMozg/claude-pipelines --skill naturalize-doctormozg

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI-generated text carries recognizable tells — decorative vocabulary, template openings, uniform sentence rhythm, em-dash overuse — that make prose sound machine-written. This Skill detects those patterns, presents the findings for approval, then rewrites the text so it reads as if a human wrote it. ## Core Features & Use Cases - Pattern Analysis: Scans input for vocabulary spikes, opening/closing templates, structural tells, punctuation habits, and sentence-rhythm uniformity, then classifies severity as Light, Medium, or Heavy AI. - Approval-Gated Rewriting: Presents the full analysis for user approval before dispatching the expert-naturalizer agent to rewrite, preserving code blocks, tables, proper names, and domain-specific terms. - Optional Web Research: A research:yes flag pulls current AI-pattern data from sources like Wikipedia and Pangram Labs before analysis. - Use Case: You have a blog draft generated by an LLM that sounds robotic. Run the Skill on the file, review the detected patterns, approve the strategy, and optionally overwrite the original file with the rewritten version. ## Quick Start Humanize the text in @file:draft.md and show me the detected AI patterns before rewriting.

Frequently Asked Questions about naturalize

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I make AI-generated text sound human?

Run the naturalize Skill on your text or file. It first detects AI patterns like decorative vocabulary, template openings, and uniform sentence rhythm, shows you the analysis for approval, then rewrites the text via the expert-naturalizer agent.

What AI writing patterns does this detect?

It scans for decorative words like vital and crucial, filler openers, corporate buzzwords, vague attribution, em-dash overuse, five-paragraph essay structure, rule-of-three lists, and low sentence-length variance, then classifies severity as Light, Medium, or Heavy AI.

Can I rewrite a file in place instead of getting a separate report?

Yes. When the input comes from an @file: reference, a Phase 2.5 gate offers to overwrite the original file with the rewritten text. You can apply the update, skip it, or view a fuller diff before deciding.

Does rewriting preserve code blocks and technical terms?

Yes. Code blocks, tables, proper names, file paths, URLs, and version strings are auto-preserved. Domain-specific terms that match the avoid list, such as robust in a security context, are flagged for your confirmation before rewriting.

When should I not use AI text humanization?

Avoid it for original technical documentation, promotional copy, grammar fixes on human-written text, or translation. The Skill assumes AI patterns are present and may damage prose that was already written by a human.