mcpbeat

Avoid AI Writing

lingxling/avoid-ai-writing

Audit and rewrite content to remove 21 categories of AI writing patterns with a 43-entry replacement table

688 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
223
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/lingxling/awesome-skills-cn --skill avoid-ai-writing

The instruction itself

5 sections, as written by the author

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, false ranges, inline-header lists, title case headings, and cutoff disclaimers.

Example

Prompt:

Audit this for AI writing patterns:

"In today's rapidly evolving AI landscape, developers are embarking on a pivotal journey to leverage cutting-edge tools that streamline their workflows. Moreover, these robust solutions serve as a testament to the industry's commitment to fostering seamless experiences."

Output: The skill returns four sections:

  • Issues found — every AI-ism quoted (landscape, embarking, pivotal, leverage, cutting-edge, streamline, robust, serves as, testament to, fostering, seamless, Moreover, In today's rapidly evolving...)
  • Rewritten version — "Developers are starting to use newer AI tools to simplify their work. These tools are reliable, and they're making development less painful."
  • What changed — summary of edits
  • Second-pass audit — re-reads the rewrite to catch any surviving tells

Limitations

  • Does not detect AI-generated code, only prose
  • Pattern matching is guideline-based, not absolute — some flagged words are fine in context
  • The replacement table suggests alternatives but the best choice depends on context
  • Cannot verify factual claims or find real citations to replace vague attributions

How to use it

Copy the folder

Take lingxling/avoid-ai-writing from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.