ORM

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation

Transform skill drafts into clear methodology through phased refinement that applies only what each skill needs. Use when: (1) after generating an initial skill draft, (2) reviewing a skill that reads as items rather than thinking, (3) before finalizing a skill for inclusion in a plugin, (4) after feedback that a skill lacks clarity.

Execute a command in a running sandbox. Requires authentication. Use for Agentuity cloud platform operations

Implement Claude Code hooks for deterministic control over agent behavior. Use when creating custom hooks for notifications, auto-formatting, logging, feedback, permissions, or lifecycle events.

Expert database design and data modeling. Use when designing schemas, normalizing data, creating ER diagrams, or making architectural database decisions.

Cross-platform audio feedback system for task completion and user prompts. Provides non-intrusive sound notifications to improve workflow awareness.

Prisma ORM patterns for SQL Server (CAES_FARM_GATE database). Use when working with database schema, queries, migrations, or the repository layer.

Track blog post performance and generate insights for continuous improvement. USE WHEN user says 'track post performance', 'analyze blog metrics', 'what posts performed well', 'blog analytics', OR requests performance feedback on content.

Implement comprehensive input validation on both client and server sides, using allowlists over blocklists, sanitizing user input, and providing specific error messages to prevent security vulnerabilities. Use this skill when writing validation logic for forms, API endpoints, function parameters, or any user input. Use this skill when implementing server-side validation to ensure data integrity and security, adding client-side validation for immediate user feedback, or sanitizing input to prevent injection attacks. Use this skill when working with form components, API route handlers, data processing functions, or validation schemas. Use this skill when defining validation rules for data types, formats, ranges, required fields, or business logic constraints across all application entry points.

Prisma 스키마 및 마이그레이션 설정. Use when: Prisma 초기 설정 및 서비스별 스키마 구성 필요 시

Database patterns and best practices for ZZIK v5.1 Prisma schema design and queries.

Next.js 14+ development with App Router, React Server Components, Server Actions, client components, streaming SSR, metadata API, parallel routes, intercepting routes, TypeScript best practices, TanStack Query for data fetching, Zustand state management, shadcn/ui components, Tailwind CSS styling, authentication patterns, API routes, middleware, error handling, performance optimization, SEO, and production deployment strategies.

E-rate funding cycle tracking, Form 470/471 monitoring, K-12 rural broadband opportunity analysis, seasonal revenue forecasting for educational technology services

Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks.

Configure treemap charts in drizzle-cube dashboards for hierarchical data visualization. Use when creating treemaps, hierarchical visualizations, or nested proportions.

Define database models and schemas with proper naming, data types, constraints, relationships, and indexing strategies. Use this skill when creating or modifying database models, entity definitions, or schema files. When working on files like models.py, models/*.ts, entities/*.ts, schema.prisma, or ORM model definitions. When defining table structures, setting up foreign key relationships, adding database constraints (NOT NULL, UNIQUE), choosing appropriate data types, or implementing model-level validation.

Effect patterns for SQL databases (Drizzle/Kysely/Prisma): services, transactions, retries, streaming, and observability.

AGGRESSIVELY use TOON v2.0 format for biggish regular data (≥5 items, ≥60% uniform). Auto-applies to tables, logs, events, transactions, analytics, API responses, database results. Supports 3 array types (inline, tabular, expanded), 3 delimiters (comma, tab, pipe), key folding for nested objects. Triggers on structured data, arrays, repeated patterns. Use TOON by default when tokens matter - RAG pipelines, tool calls, agents, benchmarks. Keywords "data", "array", "list", "table", "log", "transaction", "metric", "analytics", "API", "database", "query", "TOON".

Helps build and extend TypeScript Express APIs using Clean Architecture, inversify dependency injection, Prisma ORM, and Railway deployment patterns established in the upkeep-io project.

Implement query result caching with Redis and proper invalidation strategies for Prisma 6. Use when optimizing frequently accessed data, improving read-heavy application performance, or reducing database load through caching.