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Category2 skills2 official

Observability

Read back what actually happened.


Officialv1.0.0MIT148 lines

Audit a codebase for unmetered model calls

audit-unmetered-model-calls

Find model calls that bypass the gateway and therefore appear on no bill anyone reads, and detect the opposite fault of counting one call twice. Use when auditing AI spend, when a provider invoice exceeds internal numbers, before consolidating providers, or when a cost dashboard reads zero.

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Officialv1.0.0MIT134 lines

Report spend from the usage API

lobstack-usage-reporting

Answer what an organisation spent, on which models and keys, and what failed, from the Lobstack usage API rather than by estimating. Use when producing a cost report, attributing spend to a model, key or agent, or investigating an hour of high latency or errors.

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