Home / kaizakin / dotfiles · skills/ai-slop-humanizer/SKILL.md · GitHub

ai-slop-humanizer skillA

ai-slop-humanizer is agent-read markdown (skill) from kaizakin/dotfiles: A voice translation skill that strips away sterile, overly polished, or robotic AI-slop framing and rewrites text into an engaging, natural, and authentic human developer voice. It infuses structural variety, conversational asides, real-world physical analogies, and a relaxed peer-to-peer tone. Use this skill whenever the user says "humanize this", "make this sound human", "remove the AI smell", "de-ai this", "rewrite casually", "sound like a developer", or shares an AI-generated paragraph, draf.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Human Voice Normalizer Skill

An architectural and voice re-writer. Walks the input top to bottom and strips away the rigid, highly predictable patterns characteristic of AI engines (balanced "on one hand/on the other hand" arguments, academic transitions, uniform paragraph structures). It replaces them with the varied pacing, concrete physical analogies, and casual cadence of an experienced systems developer writing a personal blog post or a community guide.

The goal is to keep every technical fact, metric, code snippet, and architectural constraint perfectly intact, but alter the delivery so it feels like it was punched out on a mechanical keyboard by an engineer who cares deeply about the subject.

## Identifying the AI Smells to Kill

The skill scans for and systematically dismantles the following robotic patterns:

- **Perfect symmetry**: Intro paragraphs that preview exactly three points, followed by uniform paragraphs, capped with an "In conclusion, X is a powerful tool for engineers..." summary.
…

Read the whole file at its exact version.

How to install

Latest version
mdr add kaizakin/dotfiles/ai-slop-humanizer@git:20260722.f2c34fa
Exact content
mdr add kaizakin/dotfiles/ai-slop-humanizer@sha256:ecfa488413aabff2

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_zmxgppo6kn5qdoer.svg)](https://markdownregistry.com/a/art_zmxgppo6kn5qdoer)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260722.f2c34fa latest2026-07-22 f2c34fa 5,363 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (5363 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

kaizakin/dotfiles · 15 stars · license none · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zmxgppo6kn5qdoer
GET https://markdownregistry.com/api/v1/resolve?ref=kaizakin/dotfiles/ai-slop-humanizer
GET https://markdownregistry.com/api/v1/blob/ecfa488413aabff26bd7e8a27cd3699db5dbecdc98328cfffe1690ed4301199e

Your agent 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.

More from kaizakin/dotfiles

codebase-onboarding skill
kaizakin/dotfiles · skills/codebase-onboarding/SKILL.md · Generates a single, deeply researched ONBOARDING.md at the root of an open source (or internal) codebase, written for a…
git:20260726.5fc7ab1 · audit A · 15 stars
deep-explainer skill
kaizakin/dotfiles · skills/deep-explainer/SKILL.md · Use this skill whenever the user asks a question they want genuinely explained — especially while learning an…
git:20260730.9ff9454 · audit A · 15 stars

Every file in kaizakin/dotfiles

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