humanizer SKILL.md skillA

humanizer from land-o-clusters/sleight is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add land-o-clusters/sleight/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
land-o-clusters/sleight
Path
.claude/skills/humanizer/SKILL.md
Versions recorded
1
Latest version
v3.1.0, committed Oct 3, 2026
Size
32,348 bytes
Repository stars
6
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

The exact contents, by fingerprint
mdr add land-o-clusters/sleight/humanizer@sha256:0612f1dfb1672b0e

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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ql4ejoibshem53vi.svg)](https://markdownregistry.com/a/art_ql4ejoibshem53vi)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 3, 2026.

versioncommittedcommitsizeaudit
v3.1.0 latest2026-10-03 45d5930 32,348 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (32348 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

land-o-clusters/sleight · 6 stars · license MIT · pushed 2026-10-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ql4ejoibshem53vi
GET https://markdownregistry.com/api/v1/resolve?ref=land-o-clusters/sleight/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.

More from land-o-clusters/sleight

CLAUDE.md CLAUDE.md file
land-o-clusters/sleight · CLAUDE.md
git:20261012.820bcba · audit A · 6 stars
drive-mac-apps SKILL.md skill
land-o-clusters/sleight · plugins/sleight/skills/drive-mac-apps/SKILL.md · Use when a web page or macOS app must be operated via its UI (clicking, typing, dragging, reading the screen) and no…
git:20261028.9d0be69 · audit A · 6 stars
make-character SKILL.md skill
land-o-clusters/sleight · plugins/sleight/skills/make-character/SKILL.md · Use to make a sleight cursor character.
git:20261026.8dfdc81 · audit A · 6 stars

Every file in land-o-clusters/sleight

Other files named humanizer

humanizer SKILL.md skill
bradygaster/squad · packages/squad-cli/templates/skills/humanizer/SKILL.md · Tone enforcement patterns for external-facing community responses
git:20260910.9cf5842 · audit A · 3,321 stars
humanizer SKILL.md skill
bradygaster/squad · packages/squad-sdk/templates/skills/humanizer/SKILL.md · Tone enforcement patterns for external-facing community responses
git:20260910.9cf5842 · audit A · 3,321 stars
humanizer SKILL.md skill
bradygaster/squad · .squad-templates/skills/humanizer/SKILL.md · Tone enforcement patterns for external-facing community responses
git:20260910.9cf5842 · audit A · 3,321 stars
humanizer SKILL.md skill
mateaix/mateclaw · mateclaw-server/src/main/resources/skills/humanizer/SKILL.md · Humanize text: strip AI-isms and add real voice.
v2.5.1 · audit A · 1,176 stars
humanizer SKILL.md skill
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…
v2.8.0 · audit A · 796 stars
humanizer SKILL.md skill
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…
v2.1.1 · audit A · 784 stars
humanizer SKILL.md skill
cowork-os/cowork-os · resources/skills/humanizer/SKILL.md · Rewrite AI-generated text to sound natural and human-written. Removes LLM tells — cliché phrases, predictable…
v1.0.0 · audit A · 517 stars
humanizer SKILL.md skill
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…
git:20260902.71a6abe · audit A · 297 stars

Browse by kind, by grade A, or by owner.