How does it identify AI writing patterns?

The skill is based on Wikipedia's 'Signs of AI writing' guide, targeting specific overused vocabulary, punctuation habits (like em dash overuse), and formulaic structural repetitions.

What is 'AI slop' and how does this help?

'AI slop' refers to the generic, wordy, and often repetitive text produced by LLMs. This skill filters those patterns to ensure your output is punchy, varied, and engaging.

What is the Humanizer Claude Code skill?

It is a specialized capability for Claude Code that identifies and removes common signs of AI-generated writing to make text sound more natural and human-authored.

Can I use this for technical documentation?

Yes, it is highly effective for technical docs, as it removes unnecessary promotional fluff and 'copula avoidance' to make instructions clearer and more direct.

Does it change the underlying meaning of my content?

No. One of its primary instructions is to preserve the core message and meaning while strictly improving the delivery, tone, and 'soul' of the writing.

AI Writing Humanizer

Name: AI Writing Humanizer
Author: fred-drake

byfred-drake

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内容管理

Refines AI-generated text by removing recognizable linguistic patterns and injecting natural, human-like personality and rhythm.

The Humanizer skill transforms sterile, formulaic AI output into engaging, natural prose by identifying and fixing common 'AI-isms' like excessive em dashes, vague attributions, and repetitive sentence structures. Based on Wikipedia's comprehensive 'Signs of AI writing' guide, it goes beyond simple editing to vary sentence rhythm, introduce authentic voice, and eliminate the promotional fluff often associated with large language models. This skill is essential for developers and writers who need to ensure their documentation, READMEs, and technical content maintain a high-quality, human-authored feel while avoiding the 'slop' often found in raw AI outputs.

主要功能

01Fixes structural patterns such as overused em dashes and 'Rule of Three' lists

02Adjusts sentence rhythm and adds subjective voice for authentic personality

0317 GitHub stars

04Identifies and replaces vague weasel words with specific attributions

05Detects and eliminates 'AI vocabulary' like 'delve', 'tapestry', and 'pivotal'

06Converts promotional or puffed-up language into neutral, factual statements

使用场景

01Editing blog posts or articles to remove 'AI slop' and improve readability

02Refining technical reports to remove repetitive sentence structures and inflated symbolism

03Polishing AI-generated documentation to sound more professional and authoritative

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add fred-drake/nix humanizer

For use in Claude.ai and ChatGPT

Download Skill