Inspect Codex / Claude logs, verify metering samples and re-count supported billing exports. Free local tools; bounded $10 diagnosis and $20 QA.
mcp standards measurement codex ai-agents conformance open-standard usage-tracking opentelemetry token-usage llm-agents agentic-ai ai-metrics claude-code agent-evaluation agent-observability agent-commerce agent-economy token-accounting built-for-agents
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Updated
Oct 16, 2026 - Python