SkillCompass is an evaluation-driven skill evolution engine for Claude Code and OpenClaw. It scores your Claude Code and OpenClaw skills across 6 dimensions (structure, trigger, security, functional, comparative, uniqueness), pinpoints the weakest one, and fixes it, then moves to the next weakest. It also detects when model improvements make a skill unnecessary. Runs locally. Requires Node.js v18+ for local validators.