Audit and rewrite content to remove 21 categories of AI writing patterns with a 43-entry replacement table.
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
Detects and fixes AI writing patterns ("AI-isms") that make text sound machine-generated. Covers 21 pattern categories with a 43-entry word/phrase replacement table that maps each flagged term to a specific, plainer alternative.
## When to Use This Skill
- When asked to "remove AI-isms," "clean up AI writing," or "make this sound less like AI"
- After drafting content with AI and before publishing
- When editing any text that sounds like it was generated rather than written
- When auditing documentation, blog posts, marketing copy, or internal communications for AI tells
## What It Detects
**21 pattern categories:** formatting issues (em dashes, bold overuse, emoji headers, bullet-heavy sections), sentence structure problems (hedging, hollow intensifiers, rule of three), word/phrase replacements (43 entries like leverage→use, utilize→use, robust→reliable), template phrases, transition phrases, structural issues, significance inflation, copula avoidance, synonym cycling, vague attributions, filler phrases, generic conclusions, chatbot artifacts, notability name-dropping, superficial -ing analyses, promotional language, formulaic challenges,
…
The line at the top of this page pins the label git:20260721.efafd9c, 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_l3oz6pjrf6huhkca
GET https://markdownregistry.com/api/v1/resolve?ref=ghosteken/agent-harness/avoid-ai-writing
GET https://markdownregistry.com/api/v1/blob/33e0d1c7cb330f0ddc218a7fe1c17f603e9ba4e22d3321295da3fa88cb7a3c82
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.
ghosteken/agent-harness · archive/skills-community/2slides-ppt-generator/SKILL.md · AI-powered presentation generation via the 2slides API — create slides from text, match a reference image style…
ghosteken/agent-harness · archive/skills-community/ab-test-setup/SKILL.md · Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.
ghosteken/agent-harness · archive/skills-community/acceptance-orchestrator/SKILL.md · Use when a coding task should be driven end-to-end from issue intake through implementation, review, deployment, and…
ghosteken/agent-harness · archive/skills-community/accesslint-audit/SKILL.md · Find and fix WCAG 2.2 accessibility issues. Two modes — report (sweep a codebase or page, produce a prioritized written…
ghosteken/agent-harness · archive/skills-community/accesslint-diff/SKILL.md · Diff a live page's accessibility violations against a baseline — by default compares uncommitted changes (stash-based)…
ghosteken/agent-harness · archive/skills-community/accesslint-scan/SKILL.md · Audit a live page for accessibility issues, locate each WCAG violation precisely, and return a selector-grounded fix…
ghosteken/agent-harness · archive/skills-community/active-directory-attacks/SKILL.md · Provide comprehensive techniques for attacking Microsoft Active Directory environments. Covers reconnaissance…
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,"…
conorbronsdon/agent-context-os · 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,"…
aicodedecode/awesome-muse-skills · skills-imported/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,"…
fridrichmethod/awesome-skills · 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…