Deeply analyze codebase architecture and dependencies. Use when understanding system design, finding patterns, or mapping how components interact.
Generate and refresh the project's CONTEXT ARCHITECTURE — a disclosure-tiered map so the agent starts every session knowing the repo without paying for what it doesn't need.
Preferred development orchestration via claude-flow MCP. Full planning pipeline (business-requirements -> technical architecture -> development planning -> SPARC), multi-agent…
Evaluate high-level protocol or system designs for overcomplication, then propose simpler, more structured alternatives with explicit trade-offs.
Analyze codebase with parallel mapper agents to produce .planning/codebase/ documents and CLAUDE.md. Use when the user wants to understand, analyze, or map an existing co — from…
새 도메인 컨텍스트를 검증 질문을 거쳐 생성합니다. context/{도메인}/ 디렉토리와 README.md, PROJECTS.md, glossary.md, architecture.md를 만듭니다.
Identifies the architecture decisions that need ADRs and produces a prioritised adr-plan.md before technical design proceeds.
Run a multi-tool repository quality assessment — git object health, contributor analytics, commit hygiene, hook configuration, secret scanning, module dependency architecture, and…
Kotlin/Java Spring Boot codebase workflow agent. Generates code adhering to Hexagonal Architecture, Kotlin/Java idioms, JPA patterns, JOOQ, and test conventions through Brainstorm…
Set up AI agent context for a game engine project. Scans engine-specific package manifests, plugins, modules, and project settings to discover the real tech stack.
Generate architecture guidelines for a game project. Scans project structure to discover the real tech stack using engine-specific rules from references/ENGINE_RULES.md, then…
Design system architecture and decompose work into Acts with tasks, dependencies, and cycle budgets. Use after a spec is approved, before coding begins.
This skill should be used when the user asks about OpenClaw configuration, troubleshooting, setup, architecture, or any OpenClaw question.
배포 후 문서 업데이트. 모든 프로젝트 문서를 읽고, diff와 대조하여 README/ARCHITECTURE/CONTRIBUTING/CLAUDE.md를 실제 코드와 일치시킵니다. CHANGELOG 문체 교정, TODO 정리, 버전 범프(선택).
Export reusable assets from a project into this repository's v0.2 plugin architecture (skills, templates, agents).
Import external reusable assets into this repository's v0.2 plugin architecture (skills, templates, agents).
What you can build and do with an always-on AI agent that has episodic memory. Covers concrete product ideas, workflows, emergent capabilities from persistence plus memory, and…
Architecture and systems design for building always-on AI agents with episodic memory. Covers the memory hierarchy (core/recall/archival), persistence layers, agent server…
How to design contextual inputs for an always-on AI agent with episodic memory. Covers what data to feed the agent, how to structure observations and triggers, ambient context…
Define a arquitetura limpa de projetos Laravel com Actions, DTOs, Policies e Service Layer. Use quando precisar organizar estrutura de diretórios, definir padrões arquiteturais,…
Proactive architecture improvement: find shallow modules, propose deepening opportunities, design conversation.
Automates architecture validation for Clean Architecture, Hexagonal, Layered, and MVC patterns. Detects layer boundary violations, dependency rule breaches, and architectural…
Validates Clean Architecture layer boundaries by detecting import violations across domain, application, infrastructure, and interfaces layers using grep-based analysis.
Detect Single Responsibility Principle (SRP) violations using multi-dimensional analysis. Use when reviewing code for "SRP", "single responsibility", "god class", "doing too…
Creates expert consultation documents with code extraction, git diffs, and size tracking (125KB limit).
Astro best practices, routing patterns, component architecture, and static site generation techniques.
Post-ship documentation update. Reads all project docs, cross-references the diff, updates README/ARCHITECTURE/CONTRIBUTING/CLAUDE.md to match what shipped, polishes CHAN — from…
Expert skill for bytecode virtual machine design including instruction set design, dispatch mechanisms, and stack/register architectures
Domain type design and architectural planning for Go code. Use when planning new features, designing self-validating types, preventing primitive obsession, or when refactoring…
Analyse le code source du projet pour comprendre l'architecture, les patterns utilisés et le contexte technique.
Analyze hierarchical DAG-like systems by separating undirected substrate from ordering metadata, then classifying diamonds, mixers, shortcuts, and hidden cycle structure.
Expert-level data mesh architecture, domain-oriented ownership, data products, federated governance, and self-serve platforms
MANDATORY when designing schemas, writing migrations, creating indexes, or making architectural database decisions - enforces PostgreSQL 18 best practices including AIO — from…
Ensure code follows DDD architecture and DAL separation for both frontend and backend. Triggers: DDD, arch, 架構, 新功能, 新模組, new feature, scaffold, 骨架, domain, layer, 分層, structure,…
Multi-dimensional technical debt classification across architecture, code, test, doc, and infra. Trigger: "classify debt", "debt types", "categorize tech debt", "debt dimensions".
Expert-level system design, architecture patterns, scalability, and distributed systems
Production-grade agentic system development with LlamaIndex in Python. Covers semantic ingestion (SemanticSplitterNodeParser, CodeSplitter, IngestionPipeline), retrieval…
Diagram generation, editing, export, and visual system management. Specializes in Draw.io diagrams: architecture, flowchart, ER, sequence, class, state, mind-map.
Build every Gebo microservice with swagger-on, stand up the full docker-compose stack, and regenerate docs/MICROSERVICES-CONTROLLERS.md from each service's live OpenAPI spec.
Post-ship documentation update. Reads all project docs, cross-references the diff, updates README/ARCHITECTURE/CONTRIBUTING/CLAUDE.md to match what shipped, polishes CHAN — from…
Post-ship documentation update. Reads all project docs, cross-references the diff, updates README/ARCHITECTURE/CONTRIBUTING/CLAUDE.md to match what shipped, polishes CHAN — from…
GLAW Entity Architect — the firm's dedicated corporate-structuring specialist that designs the entity stack and feeds /glaw-structure.
Use Codex and Gemini CLIs as external reviewers for gated review chunks. They read prompt files and write reports.
发布后文档更新。读取所有项目文档，与 diff 交叉对照， 更新 README/ARCHITECTURE/CONTRIBUTING/CLAUDE.md 使之匹配已发布内容， 润色 CHANGELOG 语气，清理 TODOS，可选地更新 VERSION。
Review a plan thoroughly before implementation. Challenges scope, reviews architecture/code quality/tests/performance, and walks through issues interactively with opinionated…
Helpt bij het ontwerpen en bouwen van applicaties volgens de GEMMA referentiearchitectuur, Common Ground principes en het Gemeentelijk Gegevensmodel (GGM) voor Nederlandse…
Builds spatial Android apps for Meta Quest and Horizon OS with Meta Spatial SDK — ECS architecture, 2D panels, 3D objects, hybrid experiences.
Analyzes a codebase read-only and emits a ranked refactoring blueprint of deepening opportunities — turning shallow modules (small behaviour behind a large, leaky interface) into…
Use for MASSIVE work requests requiring multi-epic planning. Creates research spikes, documents all unknowns and decisions, builds resumable architecture documents, and s — from…
Use for MASSIVE work requests requiring multi-epic planning. Creates research spikes, documents all unknowns and decisions, builds resumable architecture documents, and s — from…
GLAW International — the firm's cross-border structuring seat. Designs the legal-structuring layer for offshore and holdco architectures (Delaware / Cayman / BVI / Luxembourg),…
Start a new fiction project from scratch. Interactive wizard guides you through discovery, architecture, characters, world, and outline.
Verify codebase quality — architecture consistency, convention compliance, gap analysis. Triggers: code review, architecture check, quality, gap analysis, 코드 리뷰, 품질 검증.
Use when applying Phoenix Framework best practices including context design, controller patterns, and application architecture. Use when building Phoenix applications.
Eng manager-mode plan review. Lock in the execution plan — architecture, data flow, diagrams, edge cases, test coverage, performance.
Implement Hexagonal Architecture (Ports and Adapters) in Symfony; separate domain logic from infrastructure with clear boundaries
Generate project documentation from codebase analysis — ARCHITECTURE.md, API_ENDPOINTS.md, DATABASE_SCHEMA.md.
Captures conversation sessions into structured summaries, pushes observations to ai-memory entities, creates Notion todos, and creates Notion notes.
Right-sizes architecture to project scope. Prevents over-engineering by classifying projects into 6 tiers and constraining pattern choices accordingly.
Exploration symbolique du code avec Serena MCP. Utiliser pour naviguer dans le code par symboles (fonctions, classes, hooks), trouver des définitions, et comprendre l'arc — from…