autoskills

Finds the best skills (local + online) for an engineering problem, codebase, or current task; evaluates each candidate with a quality rubric; recommends the best fit; and records what worked to a persistent registry so it gets smarter over time. Use when the user asks "what skill should I use for X", "find a skill for X", "is there a skill that can...", points at a repo/folder and asks which skills apply, or is starting a problem (research, fine-tuning, evaluation, deployment, UI, debugging, etc.) where an existing skill could help.