Can I use it to edit local files?

Yes, because the skill has access to Read, Write, and Edit tools, it can directly scan your project's files and suggest or apply humanizing improvements.

What specific AI patterns does this skill detect?

It detects patterns like inflated symbolism, promotional language, vague attributions, overused em dashes, the 'rule of three,' and specific AI-favored vocabulary like 'tapestry' or 'underscore.'

Does it change the meaning of my original text?

No, the skill is specifically instructed to preserve the core message and intended tone while improving the natural flow and rhythm of the prose.

What is the Humanizer Claude Code Skill?

It is a specialized capability for Claude Code designed to identify and remove common signs of AI-generated text, such as repetitive phrasing and clinical vocabulary, to make writing sound more human.

What is the basis for its editing guidelines?

The skill's logic is based on the 'Signs of AI writing' guide maintained by Wikipedia's WikiProject AI Cleanup, which documents the most common markers of LLM-generated text.

AI Writing Humanizer

Name: AI Writing Humanizer
Author: z4nr34l

byz4nr34l

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内容管理

Refines and edits text to remove common AI patterns and inject natural, human-like personality into written content.

The Humanizer skill transforms clinical or formulaic AI-generated text into engaging, human-sounding prose by identifying and fixing over 15 distinct 'AI-isms.' Based on Wikipedia's comprehensive 'Signs of AI writing' guide, it scans your files for inflated symbolism, repetitive sentence structures, and predictable 'slop' vocabulary, replacing them with varied rhythms and an authentic voice. It is an essential tool for developers and writers who use LLMs to draft documentation, blog posts, or UI copy but need to ensure the final output feels authentic, nuanced, and free from the stale tropes often associated with machine-generated content.

主要功能

01Maintains the core meaning and intent while shifting from promotional to neutral or human tones.

020 GitHub stars

03Injects personality, opinion, and varied sentence rhythm to create a more authentic voice.

04Detects and removes high-frequency AI vocabulary and 'weasel words' like 'pivotal' or 'testament.'

05Corrects superficial '-ing' analyses and 'copula avoidance' to improve prose flow.

06Fixes repetitive grammatical structures such as the 'Rule of Three' and excessive em dash usage.

使用场景

01Reviewing UI text and README files to ensure they communicate with users in a natural, relatable way.

02Refining AI-drafted technical documentation to make it sound professional yet accessible.

03Polishing marketing copy or blog posts to remove robotic patterns and increase reader engagement.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add z4nr34l/agent-setup humanizer

For use in Claude.ai and ChatGPT

Download Skill