Evidence-first automation inventory and overlap audit workflow for ECC. Use when the user wants to know which jobs, hooks, connectors, MCP servers, or wrappers are live, broken, redundant, or missing before fixing anything.

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Label GitHub issues and PRs found during QA testing. Use when organizing QA findings with proper labels.

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Use when recording TiDB integration tests under tests/integrationtest and verifying regenerated result files stay minimal and correct.

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Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing.

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Track ML experiments with Trackio using Python logging, alerts, and CLI metric retrieval.

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