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Prompts AI Writing Patterns Audit and Rewrite

agent writing skill risk: low

AI Writing Patterns Audit and Rewrite

Audits text for 21 categories of AI writing patterns using a 43-entry replacement table, then outputs issues found, a rewritten version, change summary, and second-pass audit.

SKILL 1 file

SKILL.md
---
name: antigravity-awesome-skills-avoid-ai-writing-ac4fc631
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
markdown
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

SUCCESS CRITERIA

  • Detect all 21 categories of AI-isms
  • Apply the 43-entry replacement table
  • Return the four specified sections
  • Produce a natural-sounding rewrite

FAILURE MODES

  • May flag contextually appropriate words
  • Replacement suggestions require human judgment
  • Cannot verify factual claims or add real citations

EXAMPLES

Includes one example audit of a short paragraph, listing flagged AI-isms and describing the four-section output.

CAVEATS

Missing context
  • The actual 43-entry replacement table
  • Full enumerated list of the 21 pattern categories
Ambiguities
  • Mentions a specific 43-entry replacement table and 21 categories but does not include the table or exhaustive category list in the prompt text.

QUALITY

OVERALL
0.80
CLARITY
0.85
SPECIFICITY
0.70
REUSABILITY
0.90
COMPLETENESS
0.75

IMPROVEMENT SUGGESTIONS

  • Embed or link the 43-entry replacement table directly in the prompt so it can be used without external reference.
  • Add an explicit required output schema or template for 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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