Rewrite AI-sounding text so it reads like the writer without changing what it says.
Use when editing or reviewing prose for AI tells: not-X-but-Y contrasts, one-line
closers, staged openers, forced triads, dashes everywhere, inflated claims, sales
language, stock AI words, bold labels, or filler. Based on Wikipedia's "Signs of AI writing.".
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
Rewrite AI-sounding text so it reads like the writer, not a chatbot. Keep what it says. Do not make anything up.
## Why AI text sounds the way it does
A language model writes whatever is most likely to come next, so by default it makes the choice that fits the widest range of readers and subjects. A human writer chooses for one reader and one subject, so their choices are uneven and specific. Every pattern below is one form of the default choice:
- **Staging.** The sentence signals importance instead of adding a fact, with a contrast that only adds weight or a one-line closer that repeats the point.
- **Rhythm by rule.** Triads and dashes applied everywhere, whether or not the meaning asks for them.
- **Inflation.** Ordinary facts dressed as pivotal or expert-backed.
- **Formatting by rule.** Bold and title case applied to every item.
- **Leftovers.** Chat wrappers and drafting moves that were never meant for the reader.
- **Wrong reader.** A reply re-explains background the other person already has, so the decision arrives last.
…
The line at the top of this page pins the label v3.1.0, 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_7iqr6kntgdds4rkg
GET https://markdownregistry.com/api/v1/resolve?ref=getedgehq/skills/humanizer
GET https://markdownregistry.com/api/v1/blob/66104f901fe2c1c4ab1b8fe3dc4ef7cbf6291e7745a68428cceb568c35c8da41
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.
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