MoneyTools Inference Fidelity Audit

The tools are mostly distinct: fidelity_audit is a full audit, fidelity_quick_check is a cheaper single-probe variant, fidelity_bill_check focuses on token billing, fidelity_models lists reference models, and fidelity_report provides a paid snapshot. The main overlap is that fidelity_report also includes model/pricing information that partly duplicates fidelity_models, but the paid aggregate vs free list distinction is clear enough.

All tools use a consistent fidelity_ prefix with snake_case names. The suffixes are predictable and readable, making the set easy to scan.

Five tools is well-scoped for an inference fidelity audit service. Each tool serves a distinct check, listing, or reporting purpose without excessive surface area.

The core audit lifecycle is covered: full audit, quick check, bill verification, model listing, and a paid report. Minor gaps exist around retrieving prior audit results or managing x402 payment state, but the main workflows are present.