shellbrain-usage-review · git:20260508.31cb5f9 · 2026-05-08 · sha256 a2191928823350e1

shellbrain-usage-review git:20260508.31cb5f9C

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# 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