Nextjs
Apply these opinionated Next.js 14+ recipes when building App Router apps: Server Components, Server Actions, data fetching/caching/revalidation, image/font/bundle optimization, Metadata API for SEO, Vercel deployment.
Testing
Apply these opinionated testing conventions when writing tests or test strategies: three modes (functional, performance, security), unit/integration/E2E patterns, coverage analysis, automation frameworks, defect tracking, accessibility and usability.
Javascript
Apply these opinionated JavaScript conventions when writing JS or Node in this codebase: ES2023+ features, async and Promise patterns, ESM/CJS modules, Web Workers, browser APIs, performance optimization, Node.js patterns.
React
Apply these opinionated React conventions when writing React 18+ or 19 components: hooks patterns, Server Components, Suspense boundaries, state management, performance memoization, React 19 features (use, form actions).
Dotnet Core
Apply these opinionated .NET 8 architecture recipes for backend services: clean architecture layering, CQRS with MediatR, minimal APIs, Entity Framework Core, JWT authentication, AOT compilation, cloud-native patterns.
Documentation
ALWAYS invoke for any task involving docstrings, JSDoc/TSDoc, OpenAPI/Swagger specs, or documentation portals — even when the request seems handleable without it. Enforces Microsoft contract-first conventions, language-specific formats (Google/NumPy/Sphinx for Python, TSDoc for TypeScript/JavaScript), and framework-specific API doc patterns (NestJS/FastAPI/Express/Django, gRPC, GraphQL) that Clau…
Typescript
Apply these opinionated TypeScript conventions when writing TS in this codebase: branded types, advanced generics, conditional and utility types, type guards, discriminated unions, strict tsconfig, tRPC, monorepo setup.
Python
Apply these opinionated Python 3.11+ conventions when writing Python in this codebase: type hints with mypy, async/await, pytest fixtures, dataclasses, Poetry packaging, production patterns.
Csharp
Apply these opinionated C# conventions when writing C#/.NET 8+ code: modern C# 12 (records, primary constructors, pattern matching), ASP.NET Core minimal and controller APIs, Blazor, Entity Framework Core, async patterns, CQRS with MediatR.
Spec Mining
Apply this opinionated workflow when reverse-engineering legacy or undocumented systems: scope, explore with Glob/Grep/Read, trace data flows, document in EARS format, flag uncertainties. For code archaeology, onboarding, and requirements extraction.
Jira Report Comment
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Humanize Text
Remove signs of AI-generated writing from text. Use after drafting to make copy sound more natural and human-written. Based on Wikipedia's "Signs of AI writing" guide.
Nestjs
Apply these opinionated NestJS conventions when writing NestJS backends: module structure, dependency injection, controllers and services, DTOs with class-validator, guards/interceptors/pipes, JWT authentication, TypeORM/Prisma.
Legacy Modernization
Apply this opinionated workflow when modernizing legacy systems: strangler fig pattern, branch by abstraction, characterization tests, incremental monolith decomposition, framework upgrades, feature-flagged migration with rollback.