A general-purpose output auditing skill for Claude, Codex, Gemini CLI, and other agents
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Updated
Mar 12, 2026
A general-purpose output auditing skill for Claude, Codex, Gemini CLI, and other agents
Review assistant for detecting generic, template-like, and low-specificity AI output patterns across writing, UI, slides, reports, and code.
Rubric templates for comparing AI tool output quality, use-case fit, evidence notes, limits, and alternatives.
Matrix for AI tool review output quality proof, prompt inputs, example artifacts, limitations, screenshots, and claim decisions.
Scorecards for AI tool comparison output quality, prompt inputs, evidence screenshots, limits, and use-case fit.
Add a description, image, and links to the output-quality topic page so that developers can more easily learn about it.
To associate your repository with the output-quality topic, visit your repo's landing page and select "manage topics."