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How We Evaluate 930+ AI Skills: The FAOS Skill Quality Framework

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Frank Luong
Founder & CEO, FAOSX | CIO 100 Asia 2025 | AI & Digital Transformation Leader

When we open-sourced 930+ AI skills for Claude Code, Codex, Gemini CLI, Copilot, and Perplexity, the first question people asked was: "How do you know these skills actually work?"

Fair question. Most skill and prompt libraries have zero quality assurance — someone wrote a prompt, it seemed to work once, and it got committed. That's not how we do it.

Here's how we evaluate, structure, and maintain quality across 930+ skills at FAOS.