Can I use this for professional technical documentation?

Yes. The Humanizer skill is designed to maintain technical accuracy and professional tone while stripping away the 'sterile' or 'promotional' quality often found in raw LLM outputs.

How does the Humanizer skill identify AI-generated text?

It utilizes a comprehensive list of patterns documented by Wikipedia's 'Signs of AI writing' guide, targeting specific vocabulary, formulaic structures like the 'Rule of Three,' and mechanical punctuation habits.

What does it mean to 'add soul' to writing?

It involves varying sentence lengths, acknowledging complexity or uncertainty, using the first person where appropriate, and reacting to facts with human-like perspective rather than just listing them.

Will this skill change the meaning of my text?

The core instructions specifically mandate preserving the original meaning and intended tone while only replacing the 'AI-isms' and problematic stylistic patterns.

Humanizer

Name: Humanizer
Author: micsapp

bymicsapp

0•

内容管理

Removes mechanical AI writing patterns and injects natural human voice and personality into generated text.

The Humanizer skill transforms sterile AI-generated content into natural, engaging prose by identifying and fixing common linguistic 'tells' documented by the WikiProject AI Cleanup on Wikipedia. It goes beyond basic editing by scanning for overused AI vocabulary, formulaic sentence structures, and soulless promotional language, replacing them with varied rhythms, specific opinions, and authentic human perspective. This tool is essential for developers and writers who use Claude Code to generate content but need the final output to resonate with real people and avoid the 'AI slop' aesthetic.

主要功能

01Restructuring of repetitive sentence patterns and the formulaic 'Rule of Three'

020 GitHub stars

03Injection of 'soul' through rhythm variance, opinionated takes, and first-person perspective

04Replacement of vague attributions and weasel words with specific, sourced facts

05Detection and removal of high-frequency AI vocabulary and 'buzzwords'

06Multi-pass anti-AI review process to eliminate remaining mechanical patterns

使用场景

01Cleaning up promotional copy that suffers from inflated symbolism or marketing fluff

02Editing blog posts or newsletters to add authentic personality and specific viewpoints

03Refining AI-generated technical documentation to sound authoritative rather than robotic

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add micsapp/micstec-skills humanizer

For use in Claude.ai and ChatGPT