Free tools
Public tools for inspecting runs, checking drift, pricing models, and finding loops. They run inside the same WhyOps app surface and use the same parsing and analysis pipeline as the product.
Directory
Each tool accepts pasted data and returns structured output without a login requirement.
Run Autopsy
Turn pasted agent JSON into a readable trace.
Use it when you need the exact order of messages, tool calls, and failures from one run.
Flow view, timeline view, and parsed event counts.
OpenContext Rot Detector
Find the turn where instruction-following starts to drop.
Use it when a conversation looks fine early on and gets less reliable as context grows.
Adherence trend, dropped constraints, and a reset recommendation.
OpenToken Burn Calculator
Resolve live model pricing and estimate run cost.
Use it when you need input, output, cache, and monthly spend numbers for one model.
Structured pricing response, per-task cost, and kill-switch estimates.
OpenLoop Detector
Spot repeated tool calls and recurring failures across runs.
Use it when an agent retries the same step, error, or tool invocation without progress.
Loop groups, repeated errors, and optional root-cause analysis.
OpenWhyOps
The hosted product watches these same failure modes continuously, so you do not need to paste logs back in after every incident.