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
Decision gist · record as of 2026-07-26
Humanizer removes AI-generated text patterns to make your writing sound natural and authentically human. 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.
Use it when
- Humanizer scans your text for common AI-isms: overused vocabulary, vague phrases, false depth, and structural tells.
- Yes.
Verify before relying
Read SKILL.md below before installing (2 files). Open directory: indexed for reading, not audited.
Install
mateaix/mateclaw/humanizer · repository language: Java
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Frequently 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
(truncated - see the full file via the links below)
File tree — 2 files
mateclaw-server/src/main/resources/skills/humanizer/LICENSE
mateclaw-server/src/main/resources/skills/humanizer/SKILL.md
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Related skills
Humanizer identifies and rewrites AI-generated text patterns to restore natural voice and authenticity. It detects issues like promotional language, superficial analyses, excessive conjunctive phrases, and vague attributions, then replaces them with genuine alternatives. Beyond pattern removal, it helps inject personality and human perspective back into writing.
Humanizer scans text for telltale AI patterns—vague attributions, excessive em dashes, promotional phrasing, and passive constructions—then rewrites them to sound genuinely human. It can match your own writing voice if you provide a sample, and goes beyond pattern removal to inject personality and opinion where the writing feels sterile.
Humanizer identifies telltale signs of AI-generated text—including promotional language, superficial analyses, em dash overuse, and artificial vocabulary—then rewrites problematic sections to restore natural voice. Beyond pattern removal, it injects personality and authenticity by varying sentence rhythm, adding opinions, and preserving human complexity that sterile writing lacks.
Humanizer identifies and rewrites text that bears hallmarks of AI generation, replacing sterile patterns with genuine personality and natural rhythm. It scans for 24 common AI writing signatures—from significance inflation to synonym cycling—then reconstructs passages with opinions, specificity, and human imperfection. The skill goes beyond pattern removal to inject actual voice, ensuring your writing sounds like it came from a thinking person, not an algorithm.
Humanizer identifies telltale signs of artificial writing—promotional language, superficial analysis, excessive em dashes, and AI vocabulary—then rewrites them to sound genuinely human. It goes beyond pattern removal to inject personality and voice, helping you edit drafts, review content, and clean up LLM output into prose that reads like it came from a real person.
De Ai Ify strips away AI-generated patterns—overused transitions, corporate buzzwords, hedging language, and robotic structures—while restoring natural rhythm and specificity. It scans for 47 distinct markers, scores readability on a 0-10 scale, and tracks every change made. Choose quick cleanup, full analysis, or deep voice calibration to match a specific writer's style.
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