COMPASS: Routing via Capability-Oriented Model Profiling with Adaptive Search, Selection, and Tool Use

LLM routing aims to select a capable model at low cost, but specialized routers can require updates as models and tasks change. We propose COMPASS, an agentic router in which an LLM follows a routing recipe, gathers performance and cost evidence through tools, and optionally inspects candidate answe