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--- name: shellbrain-usage-review description: Use when a reviewer agent needs one fast cross-repo picture of how agents are using Shellbrain, where the product is working, where it is failing, and which expected capabilities are being skipped. --- # Shellbrain Usage Review Run the canonical cross-repo analytics report and synthesize it for review. ## Primary Command ```bash shellbrain admin analytics --days 2 ``` ## What To Extract - where Shellbrain is working well - where it is failing - what is failing and why - where agents are skipping expected capabilities, especially `utility_vote` - the top priorities that should drive product follow-up ## Operating Rules - treat the JSON report as the source of truth - do not reconstruct the report with ad hoc SQL unless the command is broken - summarize the strongest wins, the most important failures, and the highest-priority capability gaps first - use `repo_rollups` only as secondary supporting context