agent writing skill risk: low
AI Writing Patterns Audit and Rewrite
Detects 21 categories of AI writing patterns in prose and rewrites flagged text using a 43-entry word/phrase replacement table, returning issues found, rewritten version, change su…
SKILL 1 file
SKILL.md
---
name: avoid-ai-writing
description: "Audit and rewrite content to remove 21 categories of AI writing patterns with a 43-entry replacement table"
---
# 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:
1. **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...)
2. **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."
3. **What changed** — summary of edits
4. **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
REQUIRED CONTEXT
- text to audit
EXPECTED OUTPUT
- Format
- structured_report
- Schema
- markdown_sections · Issues found, Rewritten version, What changed, Second-pass audit
- Constraints
- return four sections: Issues found, Rewritten version, What changed, Second-pass audit
- quote every detected AI-ism
- provide a plainer rewritten version
SUCCESS CRITERIA
- Detect all 21 AI-ism categories and 43 replacements
- Return the four specified output sections
- Rewrite to remove machine-like patterns
FAILURE MODES
- May flag contextually valid words
- Replacements are suggestions only
- Cannot verify facts or citations
EXAMPLES
Includes one example of auditing a sample paragraph, listing issues, rewritten text, changes, and second-pass audit.
CAVEATS
- Missing context
- Full list of 21 pattern categories with detection rules
- The 43 replacement mappings
- Ambiguities
- The 43-entry replacement table is referenced but not provided.
- Does not specify exact output format or required headings for every response.
QUALITY
- OVERALL
- 0.74
- CLARITY
- 0.88
- SPECIFICITY
- 0.62
- REUSABILITY
- 0.82
- COMPLETENESS
- 0.68
IMPROVEMENT SUGGESTIONS
- Embed the actual 43-entry replacement table so the prompt is self-contained.
- Add an explicit 'Output Format' section that mandates the four sections shown in the example.
USAGE
Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.
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