Librarian — Skill Discovery & Routing

Routes user intent to the right skill via a six-tier waterfall: EXACT (1.00) → PREFIX (0.85) → SUBSTRING (0.65) → TAG (0.50) → SEMANTIC (Levenshtein, 0.35) → NONE. Never auto-loads when confidence < 0.7 — asks instead. Multi-skill tasks load in dependency order. Tags drawn from the closed taxonomy in docs/tags.md. The librarian has no side effects; it only reads and routes.

Read the full skill on GitHub. The site shows the first section; the canonical full content with all principles, examples, and rules lives in the repo.

View full SKILL.md on GitHub ›

What the full skill covers

  • Context
  • Micro-Skills
  • Inputs
  • Outputs
  • Guardrails
  • Ask-When-Ambiguous
  • Decision Criteria
  • Success Criteria