
Django REST Framework patterns. Trigger: When building REST APIs with Django - ViewSets, Serializers, Filters.
Guidelines for creating and managing implementation plans with citations
Reviews GitHub PRs and leaves human, direct comments. Trigger: When user asks to review a PR, check a PR, or gives a PR URL.
React 19 patterns with React Compiler. Trigger: When writing React components - no useMemo/useCallback needed.
TypeScript strict patterns and best practices. Trigger: When writing TypeScript code - types, interfaces, generics.
Vercel AI SDK 5 patterns. Trigger: When building AI chat features - breaking changes from v4.
Internal logic and data flow philosophy (The 5 Laws of Elegant Defense). Understand deeply to ensure code guides data naturally and prevents errors.
Create distinctive, production-grade frontend interfaces with high design quality. Trigger: When the user asks to build web components, pages, artifacts, posters, or applications, or to style/beautify any web UI.
Visual & UI philosophy (The 5 Pillars of Intentional UI). Understand deeply to avoid "AI slop" and create distinctive, memorable interfaces.
Creates Jira epics for large features following Prowler's standard format. Trigger: When user asks to create an epic, large feature, or multi-task initiative.
Creates Jira tasks following Prowler's standard format. Trigger: When user asks to create a Jira task, ticket, or issue.
Criteria for reviewing implementation plans against quality standards
Playwright E2E testing patterns. Trigger: When writing E2E tests - Page Objects, selectors, MCP workflow.
Tailwind CSS 4 patterns and best practices. Trigger: When styling with Tailwind - cn(), theme variables, no var() in className.
Zod 4 schema validation patterns. Trigger: When using Zod for validation - breaking changes from v3.
Zustand 5 state management patterns. Trigger: When managing React state with Zustand.
Comprehensive code review methodology with severity classification and confidence thresholds
Next.js 15 App Router patterns. Trigger: When working with Next.js - routing, Server Actions, data fetching.
Creates new AI agent skills following the Agent Skills spec. Trigger: When user asks to create a new skill, add agent instructions, or document patterns for AI.
Pytest testing patterns for Python. Trigger: When writing Python tests - fixtures, mocking, markers.