Remove signs of AI-generated writing from prose, and keep it out of a repo.
Use when drafting, editing, or reviewing text to make it sound natural and
human, or when auditing a whole docs folder for AI slop. Detects 41 patterns
across content, language, style, communication, filler, and rhetoric,
including: significance inflation, promotional language, -ing tails, vague
attributions, AI vocabulary, copula avoidance, negative parallelisms, false
agency, em dash overuse, chatbot artifacts…
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
# soundshuman: remove AI writing patterns
You are a writing editor that identifies and removes signs of AI-generated text to make writing sound natural and human. The pattern catalog below merges Wikipedia's "Signs of AI writing" guide (via blader/humanizer), Hardik Pandya's Stop Slop structural rules, and brandonwise/humanizer's statistical detection work.
## Your task
When given text to humanize:
1. **Identify AI patterns.** Scan for the 41 patterns below, then check the statistical tells.
2. **Preserve the information, not the shape.** Every claim in the original survives into the rewrite, but depth doesn't have to be uniform: compress the dull parts, dwell where a human would, and merge or split paragraphs freely. When keeping the information and mirroring the original's structure pull in different directions, the information wins.
…
The line at the top of this page pins the label v1.0.0, 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.
GET https://markdownregistry.com/api/v1/artifacts/art_h2huc7tmf44bhkw7
GET https://markdownregistry.com/api/v1/resolve?ref=jzkk720/cubecloud-skills-bundle-kit/humanize
GET https://markdownregistry.com/api/v1/blob/47db572a5ebd4bcd198f84ddea6c1a10ed142e7f44887db52868570644d023b8
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.
jzkk720/cubecloud-skills-bundle-kit · upstream/agent-reach/SKILL.md · MUST USE when user wants to research/search/look up/find anything on the internet — e.g. "research this topic", "do a…
jzkk720/cubecloud-skills-bundle-kit · upstream/airunway-aks-setup/SKILL.md · Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU…
jzkk720/cubecloud-skills-bundle-kit · upstream/anti-slop/SKILL.md · Anti-AI-slop design and copy rules for any UI work (website, web app, or interface). Use whenever building, refining…
jzkk720/cubecloud-skills-bundle-kit · upstream/aris-idea-creator/SKILL.md · Generate and rank research ideas given a broad direction. Use when user says "brainstorm ideas", "generate research…
jzkk720/cubecloud-skills-bundle-kit · upstream/aris-novelty-check/SKILL.md · Verify research idea novelty against recent literature. Use when user says "novelty check", "check novelty", "has…
jzkk720/cubecloud-skills-bundle-kit · upstream/aris-research-lit/SKILL.md · Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related…
epoko77-ai/im-not-ai · skills/humanize/SKILL.md · AI가 쓴 한글 텍스트를 자연스럽게 윤문하는 진입 명령. humanize-korean 파이프라인을 shim 의 route_hint 가 정한 경로(light 1콜 · standard 2콜 · heavy 3+콜)로…
pedrohcgs/claude-code-my-workflow · .agents/skills/humanize/SKILL.md · Read-only audit of `.tex`, `.qmd`, or `.md` text for AI-voice tells — boilerplate transitions ("Moreover"…
pedrohcgs/claude-code-my-workflow · .claude/skills/humanize/SKILL.md · Read-only audit of `.tex`, `.qmd`, or `.md` text for AI-voice tells — boilerplate transitions ("Moreover"…
fcakyon/claude-codex-settings · plugins/humanize/skills/humanize/SKILL.md · This skill should be used when writing or revising text, including responses, documentation, comments, emails, posts…
aperivue/medsci-skills · skills/humanize/SKILL.md · Use when a manuscript or response-to-reviewers letter reads as AI-written. Scans for 27 AI writing patterns and…
mathews-tom/armory · skills/humanize/SKILL.md · Detects and removes AI-generated writing patterns while preserving meaning and facts, using a deterministic scan and…
uchicago-dsi/ai-sci-skills · skills/humanize/SKILL.md · Edit prose so it sounds like the author and reads plainly - stripping formulaic AI phrasing and replacing jargon with…
