compatibility-testing
Compare Python cron engines and library versions within a finite time window, with reproducible UTC differences and timezone-aware evidence.
Diagnose remote MCP connection failures for AI agents. Python CLI for protocol, TLS and OAuth checks plus ChatGPT/Claude compatibility findings; never executes server tools.
Find and reproduce semantic disagreements between Parquet engines.
Deterministic behavioral comparison for Python dependency and code changes.
