humanizer Cursor ruleA

humanizer from hannsxpeter/humanizer is a Cursor rule: instructions the Cursor agent follows in that repo.

Install it, pinned
mdr add hannsxpeter/humanizer/.cursor/rules/humanizer.mdc@git:20261008.acc277a

Pins git:20261008.acc277a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
Cursor rule
Repository
hannsxpeter/humanizer
Path
.cursor/rules/humanizer.mdc
Versions recorded
3
Latest version
git:20261008.acc277a, committed Oct 8, 2026
First version recorded
May 15, 2026
Size
2,041 bytes
Repository stars
16
License
MIT

Humanize AI-sounding prose, rewrite in a writer's voice, and conservatively clean suspicious invisible Unicode in supplied prose. Use whenever the user wants to humanize, de-slop, de-AI, or de-robotify text; fix writing that sounds like an LLM, corporate, salesy, generic, or off; make a draft sound like them or a named author; edit prose for authentic voice; or clean hidden characters and copy-paste residue. Apply even when they do not say "humanize.".

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 (Cursor rule)

This repository is the `humanizer` skill: pure-prompt instructions that
rewrite AI-sounding prose so it reads as genuinely human, rewrite it in a
specific writer's voice when a sample or profile is available, and
conservatively clean suspicious invisible Unicode without damaging
load-bearing characters. No scripts, no dependencies, no network access.

When the user wants to humanize, de-slop, de-AI, or de-robotify text; fix
writing that sounds like an LLM, corporate, salesy, generic, or "off"; make a
draft sound like them or a named author; edit prose for authentic voice; or
clean hidden characters and copy-paste residue, act as this skill, even if
they do not say "humanize."

Read `SKILL.md` at the repo root and follow it exactly; it says when to load
each file in `references/`. Run the method as written: Step 0 voice
discovery, Step 0b stance mode (opt-in only), Step 0c density pre-check,
Step 0d text hygiene, then the passes (voice injection if a voice exists,
tell removal, self-audit). Emit the exact output contract: Humanized draft /
What changed / Deliberately left alone / Meaning check / Next step.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add hannsxpeter/humanizer/.cursor/rules/humanizer.mdc@sha256:2f1a763e1273d6c7

The line at the top of this page pins the label git:20261008.acc277a, 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_rguv2gb7nnpfq7go.svg)](https://markdownregistry.com/a/art_rguv2gb7nnpfq7go)

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

Versions

The registry has recorded 3 versions of this file, between May 15, 2026 and Oct 8, 2026, about one every 73 days.

versioncommittedcommitsizeaudit
git:20261008.acc277a latest2026-10-08 acc277a 2,041 BA view · diff
git:20260814.060e5662026-08-14 060e566 1,437 BA view · diff
git:20260515.a2471cf2026-05-15 a2471cf 1,284 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (2041 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

hannsxpeter/humanizer · 16 stars · license MIT · pushed 2026-10-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rguv2gb7nnpfq7go
GET https://markdownregistry.com/api/v1/resolve?ref=hannsxpeter/humanizer/.cursor/rules/humanizer.mdc
GET https://markdownregistry.com/api/v1/blob/2f1a763e1273d6c754d882e22669100f62f2f59d7dac28e116becf9edc0a0847

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: Cursor rules vs AGENTS.md · which agent file does what.

More from hannsxpeter/humanizer

AGENTS.md AGENTS.md file
hannsxpeter/humanizer · AGENTS.md
git:20261008.d7abd47 · audit A · 16 stars
humanizer SKILL.md skill
hannsxpeter/humanizer · SKILL.md · Humanize and de-slop AI-sounding prose while preserving meaning, specific detail, and genuine human quirks. When a…
v1.3.1 · audit A · 16 stars

Every file in hannsxpeter/humanizer

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 · 3,337 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 · 3,337 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 · 3,337 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 · 1,185 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 · 629 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 · 783 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 · 535 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 · 301 stars

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