humanizer

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases. Credits: Original skill by @blader - https://github.com/blader/humanizer

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Evaluation results

90%

Tech Blog Post Edit

AI vocabulary and soul injection

Criteria

Without context

With context

AI vocabulary removed

100%

Negative parallelisms removed

100%

Rule of three broken up

100%

Challenges section removed

100%

Generic positive conclusion removed

100%

Vague expert attribution removed

100%

Personality injected

100%

Sentence rhythm varied

100%

Inline-header bullet list converted

100%

Promotional language removed

100%

Em dash reduced

100%

26%

Wikipedia Article Cleanup

Wikipedia-style AI pattern removal

Criteria

Without context

With context

Significance inflation removed

100%

Promotional language removed

100%

Vague attributions replaced

100%

-ing padding removed

100%

Challenges section removed

100%

Copula avoidance fixed

70%

100%

Inline-header list converted

100%

Sentence-case headings

70%

100%

Media notability claim removed

100%

Generic positive conclusion removed

100%

23%

Customer FAQ Cleanup

Chatbot artifact and formatting cleanup

Criteria

Without context

With context

Collaborative artifacts removed

100%

Sycophantic openers removed

100%

Knowledge-cutoff disclaimers removed

100%

Decorative emojis removed

100%

Inline-header lists converted

50%

100%

Negative parallelisms removed

100%

Vague attributions removed

100%

False range removed

100%

Copula substitutes fixed

100%

Sentence-case headings

100%

Repository: softaworks/agent-toolkit
Commit: 3027f20

Evaluated: 30 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Tech Blog Post Edit Wikipedia Article Cleanup Customer FAQ Cleanup

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