Agent Token Audit Bench
See where each agent's tokens actually go, call by call
- Problem
- After switching to a heavily plugin-based agent, one user found long tasks cost more than double their previous setup — a $350 day with no visibility into which call, sub-agent, or tool round burned the money. Official dashboards show only a total.
- Solution
- A local proxy layer that logs each request's prompt, tool calls, sub-agent forks, and token counts, then aggregates them into a task-and-tool flame view of time and spend. It flags repeated calls and bloated context and suggests cuts.
- Users
- Heavy AI coding users running long tasks, indie developers and small teams juggling multiple agents
- MVP
- Local proxy intercepting and logging requests and tool calls; per-task/per-tool token and cost rollups; alerts for repeated calls and oversized context; exportable comparison reports
- Revenue
- Free or one-time local license; team subscription for aggregated comparison and alerting
- Why now
- Agentic coding has made token spend opaque while official billing stays aggregate-only, and a local sidecar has no platform dependency