Xiaopeng212321414321413231/critical-skillgovern

README excerpt

🔍 Critical SkillGovern A cross-platform skill quality governance framework — battle-tested on 128 skills across 40 categories . 中文版 The Problem The more skills you have, the harder it is for an LLM agent to pick the right one. This isn't a model limitation — it's a routing problem . Skill descriptions lack the signal LLMs need for accurate selection. Skill Count Routing Issues Impact 1-10 Nearly none Easy to distinguish 10-50 Occasional misfires Descriptions too vague 50-100 Frequent misfires Need structured routing 100+ Unreliable system Must govern Critical SkillGovern gives you a battle-tested workflow to keep your skill library accurate at any scale. Why You Should Care The third-party skill packs you downloaded — Superpowers workflow pack, Baoyu creative pack, Matt Pocock TypeScript pack, design skill packs — likely have routing issues: Source Routing Health Typical Problem Built-in (official) 100% ✅ — Superpowers pack Excellent ✅ Best among community packs Baoyu pack ⚠️ 60% Weak negative samples, single-layer tags Design pack (16 skills) ⚠️ 19% 13/16 had weak negative samples Matt Pocock pack ⚠️ 70% Weak negative sample 📖 Full case study → examples/third-party-packs.md Befo…

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