{"enrichment":{"faq":[{"a":"ai-writing-detection provides a nine-layer analysis framework to identify AI authorship. Start by examining technical artifacts, vocabulary patterns, and structural quirks. The skill catalogs high-signal markers across ChatGPT, Claude, Gemini, and other systems. Combine stylometric observation with context-aware assessment to generate confidence scores. Always cross-reference findings against false-positive risk factors, particularly for non-native speakers and formal writing contexts.","q":"How to detect AI written text using ai-writing-detection?"},{"a":"ai-writing-detection identifies distinctive fingerprints from ChatGPT, Claude, Gemini, and other AI systems. Each model exhibits characteristic vocabulary choices, structural preferences, and formatting patterns. The skill documents these model-specific markers to help you pinpoint which AI system likely generated a given text. Understanding these fingerprints strengthens your ability to distinguish between different AI sources and recognize their unique stylistic signatures.","q":"What are model-specific AI fingerprints in ai-writing-detection?"},{"a":"ai-writing-detection emphasizes false-positive prevention by accounting for non-native speakers, formal writing conventions, and legitimate stylistic variation. The framework includes context-aware assessment protocols that distinguish genuine human writing from AI-generated content without over-flagging legitimate edge cases. This prevents incorrect accusations and ensures your detection methodology remains reliable across diverse writing contexts and author backgrounds.","q":"How does ai-writing-detection prevent false positives?"},{"a":"ai-writing-detection catalogs high-signal vocabulary red flags, structural quirks, and formatting patterns characteristic of AI-generated text. You'll learn which word choices, sentence constructions, and organizational markers commonly appear in machine-generated content. The skill also covers citation verification techniques and technical artifacts that reveal AI authorship, enabling you to recognize these patterns across different writing samples and contexts.","q":"What vocabulary and structural patterns does ai-writing-detection teach?"},{"a":"Yes. ai-writing-detection includes detection markers and artifacts specific to ChatGPT. The skill documents ChatGPT's characteristic vocabulary preferences, structural tendencies, and formatting patterns. By analyzing your text against these model-specific fingerprints alongside the broader nine-layer framework, you can identify whether ChatGPT likely generated the content and assess confidence levels for your conclusion.","q":"Can ai-writing-detection identify ChatGPT generated content?"},{"a":"ai-writing-detection employs a systematic nine-layer methodology combining technical artifact detection, stylometric analysis, vocabulary assessment, structural pattern recognition, and citation verification. The approach integrates model-specific fingerprinting for ChatGPT, Claude, Gemini, and others with false-positive prevention protocols. This comprehensive framework enables confidence-scored evaluation of whether text originates from human or AI sources while accounting for legitimate writing variation.","q":"What is the ai-writing-detection methodology for text analysis?"}],"shadow_tags":["text-forensics","authorship-verification","content-authenticity","stylometric-analysis","ai-fingerprinting","detection-methodology","false-positive-mitigation","model-comparison"],"summary_rewrite":"This skill provides a systematic framework for identifying AI authorship through nine layers of analysis, from technical artifact detection to stylometric observation. It catalogs high-signal vocabulary, structural quirks, and model-specific fingerprints across ChatGPT, Claude, Gemini, and other systems, while emphasizing false-positive prevention for non-native speakers and formal writing. Use it to evaluate whether text originates from human or AI sources with confidence scoring and context-aware assessment."},"files":[{"bytes":9824,"path":"plugins/vibes/skills/ai-writing-detection/SKILL.md","sha256":"080b6fba78442cd96cebb1bd6c0fa3186f2ea957eaba2c5f0ca954ed63ed1d98","url":"https://skillfed.io/files/mike-coulbourn/claude-vibes/ai-writing-detection/6a6db100/SKILL.md"}],"id":"mike-coulbourn/claude-vibes/ai-writing-detection","links":{"html":"https://skillfed.io/mike-coulbourn/claude-vibes/ai-writing-detection","md":"https://skillfed.io/mike-coulbourn/claude-vibes/ai-writing-detection.md","repo":"https://github.com/mike-coulbourn/claude-vibes"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":4,"language":null,"last_updated":"2025-12-21","license":"MIT","name":"ai-writing-detection","publisher":"mike-coulbourn","stars":35},"relations":{"similar":[{"id":"Vladimir-Human/humanizer-ru/humanizer-ru"},{"id":"sergebulaev/linkedin-skills/linkedin-humanizer"},{"id":"athola/claude-night-market/slop-detector"},{"id":"doodledood/claude-code-plugins/human-writing"},{"id":"DaleSeo/korean-skills/humanizer"},{"id":"existential-birds/beagle/review-ai-writing"},{"id":"tobihagemann/turbo/consult-oracle"},{"id":"glebis/claude-skills/browser-mate"},{"id":"manojbajaj95/claude-gtm-plugin/seo-and-aeo-strategy"},{"id":"bear2u/my-skills/chatgpt-web-research"}]},"slug":{"owner":"mike-coulbourn","repo":"claude-vibes","skill":"ai-writing-detection"},"version":"6a6db100"}