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ShellBrain. Long-term memory for AI.
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Shellbrain Usage Review
Run the canonical cross-repo analytics report and synthesize it for review.
Primary Command
shellbrain admin analytics --days 2
What To Extract
- where Shellbrain is working well
- where it is failing
- what is failing and why
- where working agents are skipping expected
recall - where internal recall or knowledge-builder runs are failing
- 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
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