Spokes
Token usage + cost breakdown + provider performance analytics across every LLM call.
Records call metadata only: never prompt or response bodies. Reads from the local llm_calls.db SQLite. Posture safe.
Tools
llm_usage_summary: Topline usage for a period.llm_cost_breakdown: Cost broken out by agent / team / model / provider.llm_provider_health: Provider error rate + latency.
