Classifies code review findings into severity categories (CRITICAL, IMPORTANT, DEBT, SUGGESTED, QUESTION) following Bitwarden standards. Use when determining severity levels, categorizing PR comments, deciding what emoji to use, or verifying if something should be flagged at all.
/plugin marketplace add bitwarden/ai-plugins/plugin install bitwarden-code-review@bitwarden-marketplaceThis skill inherits all available tools. When active, it can use any tool Claude has access to.
| Emoji | Category | Criteria |
|---|---|---|
| ❌ | CRITICAL | Will break, crash, expose data, or violate requirements |
| ⚠️ | IMPORTANT | Missing error handling, unhandled edge cases, could cause bugs |
| ♻️ | DEBT | Duplicates patterns, violates conventions, needs rework within 6 months |
| 🎨 | SUGGESTED | Measurably improves security, reduces complexity by 3+, eliminates bug classes |
| ❓ | QUESTION | Requires human knowledge - unclear requirements, intent, or system conflicts |
ALWAYS use hybrid emoji + text format for each finding (if multiple severities apply, use the most severe: ❌ > ⚠️ > ♻️ > 🎨 > ❓):
Verify ALL three:
If any answer is "no" or "unsure" → DO NOT classify as a finding.
Only suggest improvements that provide measurable value:
Provide concrete metrics:
If you can't measure the improvement, don't suggest it.
Build robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs. Use when developing trading algorithms, validating strategies, or building backtesting infrastructure.