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Agent Trace Analyzer

Paste an agent trace and find the loops, retries, and discarded work that quietly inflate your AI bill.

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  • Finds the five most common causes of surprise agent bills automatically — duplicate/near-identical calls, retry loops, discarded tool results, unbounded context growth, and steps that never fed into the final answer.
  • Every finding names the exact steps responsible and a dollar figure, never a vague "this looks inefficient".
  • Projects the waste at your real session volume, so a per-session finding becomes a monthly number worth acting on.
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Frequently asked questions

The analysis itself (parsing, per-step cost, and every waste detection) is deterministic PHP — no model call. The optional "Write a prioritised fix list" button uses Claude (Anthropic) to turn those already-computed findings into a short narrative.

A documented canonical JSON shape (a list of steps with role/type/tool/tokens/model), an Anthropic Messages API-style transcript, and an OpenAI chat-completions-style log are auto-detected. Anything else is mapped heuristically from common key names — see the supported-formats panel on the run page.

Yes. Agent Trace Analyzer is a Pro-plan tool.

The parsing, pricing, and every waste detection run entirely on our server without ever calling a model. Only if you click "Write a prioritised fix list" is a summary of the already-computed findings (numbers and short descriptions, never your raw trace content) sent to Claude.