Audit Third-party Usage Tools For Billing Bugs And Report Evidence-backed Findin

Open measurement and conformance layer for AI-agent telemetry. Audits token and usage accounting with PASS/FAIL/UNPROVABLE CI checks, reads Codex rollout logs locally to expose retries and duplicate records, and runs preregistered harness experiments.

AI Tools | Python · agent-observability · token-accounting