humanizer-remove-ai-writing-patterns SKILL.md skillA

humanizer-remove-ai-writing-patterns from coupler-io/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add coupler-io/skills/humanizer-remove-ai-writing-patterns@v0.1.0

Pins v0.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
coupler-io/skills
Path
utilities/humanizer-remove-ai-writing-patterns/SKILL.md
Versions recorded
2
Latest version
v0.1.0, committed Oct 21, 2026
First version recorded
Oct 13, 2026
Size
5,755 bytes
Repository stars
40
License
MIT

Remove AI writing patterns and add human voice to any text. Use when the user says "humanize this", "make it sound human", "remove AI patterns", "this sounds like AI", "make it natural", "de-slop this", "edit for voice", or when reviewing any drafted text (blog posts, emails, Slack messages, social posts, docs) for AI-sounding language. Also activate after generating any written content when the user has asked for natural or human-sounding output.

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

Strips AI writing patterns from any draft, like blog posts, emails and docs, and puts a human voice back in. Humanizer: Remove AI Writing Patterns is a Coupler.io AI agent skill.

Strip AI writing patterns. Add human voice. Based on Wikipedia's "Signs of AI writing" catalog maintained by WikiProject AI Cleanup.

## When to activate

Apply this skill in two modes:

**Post-generation mode** — After drafting any text (post, message, email, doc), run a humanizer pass before delivering. Do not mention the pass unless asked.

**Edit mode** — When the user provides existing text and asks to humanize it. Return the rewritten version, optionally with a change summary.

## Process

1. Read the full text.
2. Scan for every pattern in `references/ai-patterns.md`. That file is the authoritative catalog — load it before editing.
3. Rewrite problematic sections. Preserve meaning. Match the intended register (formal, casual, technical).
4. Apply the voice principles below.
5. Read the result aloud in your head. If any sentence sounds like a press release, a Wikipedia summary, or a LinkedIn post, rewrite it again.

## Voice principles
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add coupler-io/skills/humanizer-remove-ai-writing-patterns@sha256:dd76fa4f3eb4cda6

The line at the top of this page pins the label v0.1.0, 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_2m4dozcc2rcrjjp4.svg)](https://markdownregistry.com/a/art_2m4dozcc2rcrjjp4)

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

Versions

The registry has recorded 2 versions of this file, between Oct 13, 2026 and Oct 21, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
v0.1.0 latest2026-10-21 e36545f 5,755 BA view · diff
v0.1.02026-10-13 ee6a3a9 5,575 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 (5755 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

coupler-io/skills · 40 stars · license MIT · pushed 2026-10-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2m4dozcc2rcrjjp4
GET https://markdownregistry.com/api/v1/resolve?ref=coupler-io/skills/humanizer-remove-ai-writing-patterns
GET https://markdownregistry.com/api/v1/blob/dd76fa4f3eb4cda64e0c96aac98cab7e0b3f7eb61717028c391055238713fb17

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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