Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms," "clean up AI writing," "edit writing for AI patterns," "audit writing for AI tells," or "make this sound less like AI." Supports a detect-only mode, an edit-in-place mode for files, an optional voice profile (casual / professional / technical / warm / blunt), and an iterate-to-convergence pass.
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
# Avoid AI Writing — Audit & Rewrite
You are editing content to remove AI writing patterns ("AI-isms") that make text sound machine-generated.
## What this skill is and isn't
This is a **writing-quality tool**, not a verdict. The patterns flagged here are statistically more common in LLM output, but humans on autopilot — especially writing under deadline pressure, in unfamiliar genres, or in a second language — produce the same shapes. Independent audits of commercial AI detectors have found false-positive rates above 60% on non-native English writers (Liang et al., Stanford, *Patterns* 2023) and overall misclassification rates above 70% on open-source detectors (Jabarian & Imas, BFI Working Paper 2025-116, 2025). Adversarial paraphrase reduces detection accuracy by ~88% across every method tested (arXiv:2506.07001, 2025).
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The line at the top of this page pins the label v3.22.3, 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_zn2ldy24dtpm6z77
GET https://markdownregistry.com/api/v1/resolve?ref=aicodedecode/awesome-muse-skills/avoid-ai-writing
GET https://markdownregistry.com/api/v1/blob/ab782d8aa65aca2d267e7a5a2d309c92c06edad1a974c133106c76faa25e1c9c
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.
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sickn33/agentic-awesome-skills · plugins/agentic-awesome-skills-claude/skills/avoid-ai-writing/SKILL.md · Audit and rewrite content to remove 21 categories of AI writing patterns with a 43-entry replacement table
wshobson/agents · plugins/avoid-ai-writing/skills/avoid-ai-writing/SKILL.md · Audit and rewrite prose so it stops reading as machine-generated. Use this skill when asked to remove AI-isms, clean up…
conorbronsdon/avoid-ai-writing · plugins/avoid-ai-writing/skills/avoid-ai-writing/SKILL.md · Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms,"…
conorbronsdon/avoid-ai-writing · SKILL.md · Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms,"…
conorbronsdon/avoid-ai-writing · skills/avoid-ai-writing/SKILL.md · Audit and rewrite content to remove AI writing patterns ("AI-isms"). Use this skill when asked to "remove AI-isms,"…
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