Will this help pass AI detection tools?

Yes, it specifically targets signals such as low perplexity and lack of sentence length variance (burstiness) that common AI detectors use to flag content.

How does the Humanizer skill work?

It uses a four-phase process—Context, Diagnose, Transform, and Verify—to identify robotic patterns and rebuild text with human-like rhythm and specific vocabulary.

Does this skill change my facts or data?

No, the skill includes a 'factual anchor' phase that identifies and locks numbers, dates, names, and technical terms to ensure they remain unchanged during rewriting.

Can I use this with my own brand voice?

Yes. If a Style DNA report or brand guide is provided, the skill respects those specific stylistic signatures while still removing general AI-generated artifacts.

When should I use Humanizer instead of a standard rewrite?

Use it when content feels overly polished or 'off.' It performs structural transformations rather than simple synonym swapping, making the result feel truly human.

AI Text Humanizer

Name: AI Text Humanizer
Author: majesticlabs-dev

bymajesticlabs-dev

•

营销自动化

Transforms robotic, AI-generated content into natural-sounding human writing while preserving factual accuracy and defeating detection patterns.

The Humanizer skill for Claude Code provides a systematic, multi-phase methodology to de-roboticize AI output. Unlike simple paraphrasing tools, it performs a structural transformation that changes how text feels by analyzing perplexity, burstiness, and predictability. It intelligently identifies 'AI tells' and replaces them with human-like rhythm, opinion bridges, and varied sentence structures. Most importantly, it includes a factual anchor lock to ensure that data, names, and technical specifications remain 100% accurate while the surrounding prose is refined for authenticity.

主要功能

01Multi-phase transformation workflow including Style Context, Diagnosis, and Verification.

0233 GitHub stars

03Factual anchor protection to keep numbers, dates, and names unchanged during rewriting.

04Prohibited word and pattern removal to eliminate common AI-generated vocabulary.

05Automated detection signal scanning to improve perplexity and burstiness metrics.

06Style DNA awareness that respects intentional rhetorical devices like anaphora and fragments.

使用场景

01Refining AI-generated blog posts and articles to read as authentic human-authored content.

02Revising automated professional emails to remove robotic tones and generic phrasing.

03Humanizing marketing copy and landing pages to increase audience trust and engagement.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add majesticlabs-dev/majestic-marketplace humanizer

For use in Claude.ai and ChatGPT

主要功能

01Multi-phase transformation workflow including Style Context, Diagnosis, and Verification.

0233 GitHub stars

03Factual anchor protection to keep numbers, dates, and names unchanged during rewriting.

04Prohibited word and pattern removal to eliminate common AI-generated vocabulary.

05Automated detection signal scanning to improve perplexity and burstiness metrics.

06Style DNA awareness that respects intentional rhetorical devices like anaphora and fragments.

使用场景

01Refining AI-generated blog posts and articles to read as authentic human-authored content.

02Revising automated professional emails to remove robotic tones and generic phrasing.

03Humanizing marketing copy and landing pages to increase audience trust and engagement.