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de-ai-audit

Audit written content for AI-generated patterns and mechanical prose issues.

Updated Aug 23, 2026
Search Tags:#editing#manuscript review#prose analysis#ai detection#humanization#writing audit
One-click install
npx skills add https://github.com/Werewolf-DynamiX/_New_Book_Starter_Kit --skill de-ai-audit
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: de-ai-audit
Source: https://github.com/Werewolf-DynamiX/_New_Book_Starter_Kit/tree/main/.gemini/skills/de-ai-audit
Command: npx skills add https://github.com/Werewolf-DynamiX/_New_Book_Starter_Kit --skill de-ai-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps writers identify artificial-sounding patterns, repetitive AI vocabulary, and structural signals that can make prose feel machine-generated.

Core Features & Use Cases

  • AI Pattern Detection: Reviews text for common AI writing markers such as formulaic phrases, literal AI remnants, and repetitive structures.
  • Prose Quality Auditing: Evaluates structural tells, sermonizing dialogue, summary endings, and sentence-length consistency to support more natural writing.
  • Use Case: A novelist preparing a manuscript for publication can use this Skill to find sections that need revision to improve authenticity and human voice.

Quick Start

Ask the de-ai-audit skill to audit the provided manuscript excerpt for AI writing patterns and generate a scored report.

Frequently Asked Questions about de-ai-audit

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect AI writing patterns in my manuscript?▼

To detect AI writing patterns in a manuscript, audit the text for formulaic phrases, repetitive vocabulary, and structural signals. This generates a scored report covering vocabulary hits, structural indicators, and burstiness analysis to highlight mechanical prose issues.

What are common AI-generated writing markers to look for during prose analysis?▼

Common AI-generated writing markers include formulaic phrases, literal AI remnants, repetitive sentence structures, sermonizing dialogue, and summary endings. Prose analysis identifies these structural tells to evaluate sentence-length consistency and support more natural writing.

Can I use an AI detection audit for a manuscript review before publishing?▼

Yes, you can use an AI detection audit for a manuscript review before publishing. Novelists and writers can apply this process to find sections needing revision to improve authenticity, human voice, and overall prose quality in publishing workflows.

What is burstiness analysis and how does it evaluate human-like prose?▼

Burstiness analysis evaluates human-like prose by measuring sentence-length consistency and structural variations. It identifies mechanical sentence patterns and repetitive structures that make writing feel machine-generated, providing a scored report to guide revisions for more natural text.

What is the best way to audit text for repetitive AI vocabulary?▼

The best way to audit text for repetitive AI vocabulary is to evaluate the manuscript against defined prose evaluation rules. This process generates a scoring report detailing vocabulary hits and structural indicators to pinpoint artificial-sounding patterns.

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