Business & Operations

Generates detailed implementation plans from a SINGLE plan-based-page output file. Supports parallel execution - run multiple sessions simultaneously for different pages. Input is ONE file (either _shared-components.md or a specific page like landingpage-page.md). Use when you want to generate implementation plans in parallel across multiple sessions.

Help users design effective surveys. Use when someone is creating customer surveys, NPS measurements, product-market fit surveys, or feedback collection mechanisms.

Design growth loops (viral/referral/acquisition loops, flywheels) and produce a Growth Loop Design Pack (loop map, loop scorecard, channel fit + paid-loop feasibility, experiment backlog, measurement plan). Use for growth teams creating new growth loops or innovating beyond incremental optimization.

Help users design and optimize growth loops. Use when someone is building viral mechanics, designing referral programs, creating product-led acquisition, or figuring out how to make their product grow itself.

<objective> Transform Product Requirements Documents (PRDs) into comprehensive, actionable Software Design Documents (SDDs) that serve as the definitive technical blueprint for engineering teams during sprint planning and implementation. Generate `loa-grimoire/sdd.md`. </objective> <zone_constraints>

Update specific design document with new content or metadata. Use when modifying design docs, updating status/completeness, or syncing after code changes.

Use when analyzing UI screenshots or designs to extract and document design system elements. Analyzes images to identify colors, typography, spacing, components, and patterns, then generates a structured design system with design tokens and CSS snippets. Ideal for reverse-engineering designs, creating style guides, or documenting existing UIs.

프레젠테이션 슬라이드를 미려한 HTML로 디자인. 슬라이드 HTML 생성, 시각적 디자인, 레이아웃 구성이 필요할 때 사용.

マイクロサービス設計エージェント - ターゲットアーキテクチャ、変換計画、運用計画の策定。/design-microservices [対象パス] で呼び出し。

Deep knowledge of legendary designers and their enduring contributions. Learn from Saul Bass, Massimo Vignelli, Dieter Rams, Paula Scher, and others whose work defines excellence. Use when seeking inspiration, understanding design history, or applying proven approaches.

Step-by-step guide for designing domain event schemas with JSON Schema, versioning, and implementation following patterns.

This skill is for interface design — dashboards, admin panels, apps, tools, and interactive products. NOT for marketing design (landing pages, marketing sites, campaigns).

This skill should be used when the user asks to "generate design document", "create database schema", "design API interface", "draw flowchart", "create sequence diagram", "design system architecture", "design module structure", "create data flow diagram", or mentions technical design documentation. Generates comprehensive technical design documents with database schemas, API specs, and Mermaid diagrams.

Generate domain layer components (entities, value objects, repository interfaces, events, errors). Use when adding entities to existing context, creating value objects for validation, or defining domain-specific errors (e.g., "Create Product entity with Price VO", "Add Customer with Email").

Practical DDD patterns for Jakarta EE web applications with cognitive load distribution. Use when designing controllers, entities, services, or evaluating cohesion and load balance.

Generate complete DDD bounded context with all 4 layers (Domain, Application, Infrastructure, Presentation). Use when user wants to create new business capability, scaffold complete context with CRUD, or build full feature from scratch (e.g., "Create Order context", "Generate Product context with inventory").

Generate REST API endpoints with class-validator DTOs, routing-controllers decorators, and complete Swagger docs. Use when creating API endpoints for existing use cases, adding routes, or building custom API actions (e.g., "Create user API", "Generate product endpoints").

Build defensible DCF models with cited sources, Excel export, and sensitivity analysis

Expert in D-Bus IPC (Inter-Process Communication) on Linux systems. Specializes in secure service communication, method calls, signal handling, and system integration. HIGH-RISK skill due to system service access and privileged operations.

Transform AI agents into experts on dbt testing strategies, providing guidance on implementing comprehensive data quality checks with database-enforced constraints, generic tests, and custom singular tests to ensure data integrity across all layers.

Transform AI agents into experts on writing production-quality dbt models, providing guidance on CTE patterns, SQL structure, and best practices for creating maintainable and performant data models across all medallion architecture layers.

Transform Snowflake DDL (views, tables, stored procedures) into production-quality dbt models, maintaining the same business logic and data transformation steps while following dbt best practices.

dbt best practices for models, tests, documentation, and project organization.

PROACTIVE skill - STOP and invoke BEFORE writing dbt SQL. Validates models against coding conventions for staging, integration, and warehouse layers. Covers naming, SQL structure, field conventions, testing, and documentation. CRITICAL - When about to write .sql files in models/, invoke this skill first, write second. Supports project-specific convention overrides and sqlfluff integration.