humanizer SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.

humanizer from fractera/web4-node-starter-kit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

mdr add fractera/web4-node-starter-kit/humanizer@v3.1.0

Pins v3.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade

A, 17 of 17 checks passed

Kind

SKILL.md skill

Repository

fractera/web4-node-starter-kit

Path

.claude/skills/humanizer/SKILL.md

Versions recorded

1

Latest version

v3.1.0, committed Oct 30, 2026

Size

32,348 bytes

Repository stars

60

License

MIT

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.
…

Read the whole file at its exact version.

How to install

mdr add fractera/web4-node-starter-kit/humanizer@sha256:0612f1dfb1672b0e

[![mdr](https://markdownregistry.com/badge/art_xo43ftxuj5324dmz.svg)](https://markdownregistry.com/a/art_xo43ftxuj5324dmz)

Versions

The registry has recorded 1 version of this file, committed on Oct 30, 2026.

Audit of the latest version

Source

API

GET https://markdownregistry.com/api/v1/artifacts/art_xo43ftxuj5324dmz
GET https://markdownregistry.com/api/v1/resolve?ref=fractera/web4-node-starter-kit/humanizer
GET https://markdownregistry.com/api/v1/blob/0612f1dfb1672b0ea9b97e139bf1f06cabe98d8b27424fe8ff01e1fb4cc99cad

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.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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