P0: Add analyzer failure dashboard

[devcodex2025]

Source: docs/GROWTH_AND_AGENT_BACKLOG.md

Area: Admin operations
Priority: P0
Owner type: agent or human contributor
Files likely affected: admin/app, admin/app/api/admin

Goal:
Show top analyzer error types, affected domains, recent failures, and failure rates.

Acceptance criteria:

• Implementation matches the backlog goal.
• Tests are added or a clear reason is documented if tests are not applicable.
• User-facing errors or recommendations are actionable and do not leak secrets.
• Documentation/API notes are updated when behavior changes.

Risk:
Medium. Keep the change scoped and avoid unrelated refactors.