Does it just delete words or does it rewrite them?

It goes beyond deletion by actively rewriting sections to add 'soul,' which includes varying sentence rhythm, expressing opinions, and acknowledging complexity.

Is this skill based on real-world data?

Yes, it is based on the 'Signs of AI writing' patterns maintained by Wikipedia's WikiProject AI Cleanup, ensuring it targets the most recognizable machine patterns.

How does the Humanizer skill improve my writing?

It scans for specific linguistic markers common in LLM outputs and replaces them with varied, nuanced, and authentic human-sounding alternatives that avoid common detection triggers.

Can I keep my original tone while using this skill?

Yes, the skill is specifically designed to maintain your intended voice—whether formal, casual, or technical—while simply removing robotic linguistic habits.

What are 'AI patterns' in writing?

AI patterns include overused words like 'delve' or 'tapestry,' repetitive sentence lengths, and formulaic structures like 'not only but also' or forced lists of three.

Humanizer AI Writing Editor

Name: Humanizer AI Writing Editor
Author: shipshitdev

byshipshitdev

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Content Management

Transforms AI-generated text into natural, human-sounding content by identifying and removing recognizable linguistic patterns.

Humanizer is a specialized Claude Code skill designed to polish AI-generated content by eliminating recognizable 'AI-isms' and injecting authentic personality into the text. Drawing from Wikipedia's curated 'Signs of AI writing' research, it systematically scans for overused vocabulary, formulaic sentence structures, and hollow promotional language that often flag content as machine-generated. Beyond simple cleanup, the skill helps authors vary sentence rhythm, introduce nuanced opinions, and maintain a consistent brand voice, making it an essential tool for content creators, marketers, and developers who need their documentation or articles to resonate with human readers.

Key Features

01Corrects mechanical formatting issues such as em dash overuse and excessive boldface

02Eliminates repetitive 'Rule of Three' structures and formulaic 'Challenges and Legacy' sections

0310 GitHub stars

04Detects and replaces high-frequency AI vocabulary like 'delve', 'tapestry', and 'underscore'

05Removes superficial present participle (-ing) endings and undue emphasis on significance

06Injects 'soul' by varying sentence rhythm and adding first-person perspective where appropriate

Use Cases

01Refining AI-generated blog posts and marketing copy for a more authentic reader experience

02Converting sterile, robotic reports into engaging content with a distinct personal or brand voice

03Cleaning up technical documentation to remove promotional 'puffery' and vague attributions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add shipshitdev/library humanizer

For use in Claude.ai and ChatGPT

Download Skill