Agent skill · operations · yonatangross
auto
Default front door for goal-shaped requests: classifies a plain-English goal and routes it to the right skill. Use for do this, figure out, I want, help me, fix, build, improve. Not for browsing skills (use help).
Why this skill is useful
Adds a structured routing mechanism for goal-oriented requests, enabling the AI to classify and direct tasks effectively to specialized skills.
What it needs
About 9k tokens when loaded. Last updated 2026-08-06. 215 stars on the source repository.
What this skill does
auto — Intent Router The front door to OrchestKit. You describe a goal in plain English; the router classifies it and hands off to the right specialist. One entry point, many execution paths. Why this exists: OrchestKit has 115 skills, but usage telemetry shows users fire only the handful they can name by memory (10 distinct skills across thousands of sessions). The dominant cause of "dead" skills is no front door — not low quality. This router turns "you must know the exact /ork:<name>" into "describe what you want." Core principle: routing is a deterministic workflow, not an autonomous agent (Anthropic, Building Effective Agents). Classify → confirm → hand off. The router never does the work itself — it picks who does. When to use By default, for any goal-shaped request. An unambiguous goal is a 1-step route: auto classifies, confirms in one line, and hands off — no extra hops, so there is no "too obvious for auto". Use auto for… Skip only when… --- --- Any goal description ("fix X", "get Y to Z") Already executing inside another skill (no recursion) The right skill isn't obvious Chaining a known multi-skill workflow you're mid-way through You think you know the skill — auto confirms & short-circuits Design note (2026-07-12): this table previously said "Go direct when you already know the skill / the request maps unambiguously to one". That inverted instruction made the front door structurally unreachable — a competent model always believes it knows the target, so the router recorded near-zero invocations across thousands of sessions (the exact dead-skill problem the "Why this exists" note above describes). Routers must be framed as the default path, not an escape hatch for confusion. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills yonatangross/auto--985720