Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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 descriptions, documentation, long-form explanations, summaries. the agent's baseline voice already strips most of these, but a focused pass catches what slips through.
…
The line at the top of this page pins the label v2.5.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_nxxbb7tqkr4yjaqv
GET https://markdownregistry.com/api/v1/resolve?ref=mateaix/mateclaw/humanizer
GET https://markdownregistry.com/api/v1/blob/17482695a2f45e8a24274890e401dc3a373b0e5d8a94f32bb35675825f998929
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
coco-research/coco · skills/humanizer/SKILL.md · Remove signs of AI-generated writing from text. Use when editing or reviewing
text to make it sound more natural and…
countbot-ai/countbot · workspace/skills/humanizer-1.0.0/SKILL.md · Remove signs of AI-generated writing from text. Use when editing or reviewing
text to make it sound more natural and…
aboudjem/humanizer-skill · skills/humanizer/SKILL.md · Detects 55 AI writing patterns and rewrites text in five voice profiles so it reads like a specific human wrote it…
