humanizer
Humanizer identifies and removes telltale signs of AI-generated text—statistical patterns, undue emphasis on significance, and superficial phrasing—replacing them with natural alternatives. It works on drafts, blog posts, emails, and any text you want to sound less like an algorithm and more like a real person. Optionally match your own writing voice by providing a sample.
Humanizer removes AI-generated text patterns to make your writing sound natural and authentically human.
AI-generated summary based on this skill's SKILL.md
Install
mateaix/mateclaw/humanizer · repository language: Java
git clone https://github.com/mateaix/mateclaw
cp -r mateclaw/mateclaw-server/src/main/resources/skills/humanizer ~/.claude/skills/humanizernpx skillfed install mateaix/mateclaw/humanizerFrequently asked questions
AI-generated answers based on this skill's SKILL.md and metadata
What does Humanizer do?
Humanizer identifies and removes telltale signs of AI-generated text—statistical patterns, undue emphasis on significance, and superficial phrasing—replacing them with natural alternatives. It works on drafts, blog posts, emails, and any text you want to sound less like an algorithm and more like a real person. Optionally match your own writing voice by providing a sample.
How do I remove AI writing patterns with Humanizer?
Humanizer scans your text for common AI-isms: overused vocabulary, vague phrases, false depth, and structural tells. It flags these patterns and suggests natural rewrites that preserve your meaning while stripping away the algorithmic feel. Paste your draft—whether a blog post, email, essay, or doc—and Humanizer will highlight what to change and why.
Can Humanizer make my writing sound less like ChatGPT?
Yes. Humanizer specializes in detecting and fixing the distinctive patterns ChatGPT and similar models leave behind: hedging language, over-explanation, corporate-speak, and artificial emphasis on importance. It rewrites these tells into conversational, direct alternatives that sound authentically human.
Does Humanizer work on emails and resumes?
Humanizer works on any text format: emails, resumes, blog posts, essays, documentation, and more. Whether you need to make a resume less robotic, an email more personal, or a blog post sound genuinely written by a human, Humanizer identifies the stiff phrasing and suggests natural rewrites.
Can I match my own writing voice with Humanizer?
Yes. Humanizer can calibrate its suggestions to match a writing sample you provide. Share a piece of your own work, and Humanizer will learn your tone, vocabulary preferences, and voice patterns—then apply those to humanize your new draft so it sounds authentically like you.
What AI-isms does Humanizer detect and fix?
Humanizer targets overused vocabulary, vague phrases, false depth, hedging language, corporate-speak, unnatural emphasis, and structural patterns typical of AI output. It also catches statistical tells—word choice frequencies and phrasing rhythms that signal algorithmic origin rather than human authorship.
SKILL.md
rendered from the published skill — quoted content, verbatim
Humanizer: Remove AI Writing Patterns
Identify and remove signs of AI-generated text to make writing sound natural and human. Based on Wikipedia's "Signs of AI writing" guide (maintained by WikiProject AI Cleanup), derived from observations of thousands of AI-generated text instances.
Key insight: LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely completion, which is how the telltale patterns below get baked in.
When to use this skill
Load this skill whenever the user asks to: - "humanize", "de-AI", "de-slop", or "un-ChatGPT" a piece of text - rewrite something so it doesn't sound like it was written by an LLM - edit a draft (blog post, essay, PR description, docs, memo, email, tweet, resume bullet) to sound more natural - match their voice in writing they're producing - review text for AI tells before publishing
Also apply this skill to your own output when writing user-facing prose — release notes, PR
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mateclaw-server/src/main/resources/skills/humanizer/LICENSE
mateclaw-server/src/main/resources/skills/humanizer/SKILL.md