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classifying-review-findings

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by bitwarden · part of bitwarden/ai-plugins

Use this skill when categorizing code review findings into severity levels. Apply when determining which emoji and label to use for PR comments, deciding if an…

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🧩 One of 7 skills in the bitwarden/ai-plugins package — works on its own, and pairs well with its siblings.

This is the playbook your agent receives when the skill activates — you don't need to read it to use the skill, but it's here to audit before installing.

name: classifying-review-findings description: Use this skill when categorizing code review findings into severity levels. Apply when determining which emoji and label to use for PR comments, deciding if an issue should be flagged at all, or classifying findings as CRITICAL, IMPORTANT, DEBT, SUGGESTED, or QUESTION.

Classifying Review Findings

Severity Categories

EmojiCategoryCriteria
❌CRITICALWill break, crash, expose data, or violate requirements
⚠️IMPORTANTMissing error handling, unhandled edge cases, could cause bugs
♻️DEBTDuplicates patterns, violates conventions, needs rework within 6 months
🎨SUGGESTEDMeasurably improves security, reduces complexity by 3+, eliminates bug classes
❓QUESTIONRequires 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: ❌ > ⚠️ > ♻️ > 🎨 > ❓):

Before Classifying

Verify ALL three:

  1. Can you trace the execution path showing incorrect behavior?
  2. Is this handled elsewhere (error boundaries, middleware, validators)?
  3. Are you certain about framework behavior and language semantics?

If any answer is "no" or "unsure" → DO NOT classify as a finding.

Not Valid Findings (Reject)

  • Praise ("great implementation")
  • Vague suggestions ("could be simpler")
  • Style preferences without enforced standard
  • Naming nitpicks unless actively misleading
  • PR metadata issues (title, description, test plan) - handled by summary skill, not classified here
  • Renovate/Dependabot minor/patch updates to existing dependencies with passing CI — these are routine Stage 5 monitoring, not reviewable findings

Suggested Improvements (🎨) Criteria

Only suggest improvements that provide measurable value:

  1. Security gain - Eliminates entire vulnerability class (SQL injection, XSS, etc.)
  2. Complexity reduction - Reduces cyclomatic complexity by 3+, eliminates nesting level
  3. Bug prevention - Makes entire category of bugs impossible (type safety, null safety)
  4. Performance gain - Reduces O(n²) to O(n), eliminates N+1 queries (provide evidence)

Provide concrete metrics:

  • ❌ "This could be simpler"
  • ✅ "This has cyclomatic complexity of 12; extracting validation logic would reduce to 6"

If you can't measure the improvement, don't suggest it.