Use when a task needs the judgment of an Architecture Teacher, Postsecondary — running studio desk crits and final jury reviews, grading design work on process and…
Activate BEFORE any system design decision, service boundary definition, database schema change, or technology selection. Ensures human reasoning leads, AI challenges.
Ensure design changes stay consistent across ADRs, diagrams, and specs; decisions are traceable; and drift is explicitly managed.
Assess a codebase's architecture with hard evidence — module map, dependency direction, layering breaks, coupling and cohesion hotspots weighted by git churn — then rank 3-5…
Dynamically validate codebase compliance with architectural decisions and constraints
Detect missing validation plans (how to verify the design is correct) in design documents and ADRs.
Validate hexagonal architecture (Domain, Application, Infrastructure, Presentation). Use when creating new files in src/, reorganizing code, or when the user requests architecture…
Generate or update the BrassClaw architecture overview video using Remotion. Use when asked to update, regenerate, or modify the architecture video, add/remove scenes, or reflect…
Develop the TOGAF Phase A Architecture Vision. Produces the Statement of Architecture Work, Architecture Vision document, Stakeholder Map (Power/Interest), Communications Plan,…
Visualize and govern your cloud architectures. Get architecture assessments, risk heatmaps, and compliance dashboards in one place.
Framework for designing new architectural mechanisms when existing patterns don't fit
Choose a model architecture for a medical-imaging research question before scaffolding. Maps the task (classification, segmentation, detection, transfer), modality and…
Reference architecture for legacy Liferay 7.4 React Portlets — the source code being migrated. Use when analyzing portlet entry points, understanding Liferay globals, mapping…
Run architecture observability analysis on a git repository to measure coupling, boundary health, risk hotspots, and temporal drift.
Spawn independent Opus sub-agent to stress-test Archon's architecture against its own principles
Master Archon MCP for strategic project management, task tracking, and knowledge base operations. The strategic layer (WHAT/WHEN) that coordinates with Skills (HOW).
Assess compliance with architecture principles and generate scorecard with evidence, gaps, and recommendations
Expert coverage of Arista EOS across all versions: Sysdb architecture, VXLAN/EVPN fabric design, MLAG, eAPI, CloudVision, AVD automation, spine-leaf BGP design, and DC fabric…
Provides AI assistants with specialized tools for Arm architecture development, migration, optimization, and profiling.
Analyze art, architecture, literature, music, and performance as historical evidence and historical force.
Write Once, Run Everywhere: The Axon DSL for Shape-Safe and Framework-Agnostic LLM Architectures (arXiv: 2608.19889)
USE WHEN: visualizing algorithms, data structures, architecture, control flow with ASCII art, or when terminal-friendly diagrams are needed.
ASCII diagram patterns for architecture, workflows, file trees, and data visualizations. Use when creating terminal-rendered diagrams, box-drawing layouts, progress bars,…
Answer questions about how the codebase works, its architecture, how features are implemented, or how components interact.
Architecture advice, design trade-offs, brainstorming, comparing approaches via Gemini. Use when user asks about architecture decisions, system design, design patterns, trade-offs…
Creates and improves a plugin's documentation across modes (readme, quickstart, tutorial, how-to, reference, glossary, faq, troubleshooting, architecture, folder-readme, and an…
Creates and maintains a plugin's decision records (MADR ADRs) and RFCs in docs/internal, and the summary TL;DR companion for long decision docs.
.NET Aspire AppHost, Service Defaults, integrations (Postgres, Redis), service discovery, health checks, Polly resilience, telemetry pipeline.
Use when deciding whether a project belongs at ASPLOS or at a single-community venue — applying the cross-layer deletion test, matching against ASPLOS's architecture/PL/OS…
Implement AssemblyAI reference architecture with best-practice project layout. Use when designing new AssemblyAI transcription services, reviewing project structure, or building…
Use when assessing codebase architecture and you feel pressure to soften critique, lead with strengths, or frame problems diplomatically - provides evidence-based critical…
Guide for assistant-ui library - AI chat UI components. Use when asking about architecture, debugging, or understanding the codebase.
Build content-focused websites with Astro — zero JS by default, islands architecture, multi-framework components, and Markdown/MDX support.
Technical architecture for Astro lead generation websites. Use when setting up new projects, configuring build tools, or establishing project foundations.
Expert guide for Astro 5+ framework — Content Collections, Islands Architecture, View Transitions, partial hydration, and MDX integration / Panduan ahli framework Astro 5+ —…
Expert Astro Islands Architecture — client:load, client:idle, client:visible, client:media, client:only, server:defer (Server Islands), fallback slots, transition:persist, prop…
Use the AstroAgent concept framing for architecture, positioning, and design discussions.
Use Astrograph's local code graph before grep/read loops for JS/TS architecture, call flow, dependency, impact, symbol lookup, and task-context questions.
Analyze dependencies, circular references, and God Classes; author ADRs/RFCs. Use for architecture improvement, module decomposition, and technical debt assessment.
Write an Architecture Decision Record — document what was decided, why, what alternatives were considered, and what trade-offs were accepted.
Map the system architecture — read the codebase, identify services and connections, output a C4-level architecture map as Mermaid diagrams with component descriptions.
Production reference architecture for Attio CRM integrations -- layered project structure, sync patterns, webhook processing, and multi-environment setup.
Deep architecture review — catches overengineering, boundary violations, and considers simpler alternatives
Use when you need high-quality stock-style images from Aura Assets (aura.build/assets) similar to Unsplash for design mockups and marketing: backgrounds, abstract wallpapers,…
Aurora CQRS Architecture Reference - Understanding the CQRS structure, component relationships, editable zones, and data flow in Aurora/NestJS projects.
Provides tax knowledge and deduction validation for Harry's multi-entity Australian business ecosystem (MOKAI PTY LTD, MOK HOUSE PTY LTD, SAFIA Unit Trust, HS Family Trust,…
LiteLLM-RS Authentication Architecture. Covers JWT + API Key + RBAC multi-method auth, rate limiting with DashMap, middleware pipeline, and secure credential management.
Decision-aid skill for authentication factor architecture. Forces explicit have/know/are mapping, coercion-resistance analysis, FIDO2 PIN/UV policy, and identifies anti-patterns…
Auth 权限认证模块架构指南，涵盖 IAM 集成、RBAC 权限模型、资源权限校验、权限迁移、OAuth 认证。当用户开发权限功能、配置 IAM 资源、实现权限校验或处理认证流程时使用。
Pluggable authentication strategy architecture. Passport.js strategy pattern, bearer token strategy, local strategy, strategy switching between token/key/signature auth, and…
Define authorization architecture, permission model, roles, scopes, policy ownership, tenant isolation, delegated access, admin/operator privilege, support access, and…
Expert prompt engineering assistant that analyzes vague requests, asks clarifying questions, and transforms them into structured, high-quality prompts using XML tags, examples,…
CI/CD Pipeline-Architektur, PowerShell Module, GitHub Packages, Release-Strategien, ReleaseFlow
Plan test automation strategies including ROI analysis, automation candidate selection, framework evaluation, and maintainable automation architecture.
Expert skill in 800V EV platform architecture design, covering SiC power electronics, ultra-fast charging (250-350 kW), backward compatibility with 400V infrastructure, and…
Execute implementation plans or backlog items autonomously with shared-context architecture for maximum accuracy
中文优先：用于自主循环相关任务，帮助识别、设计、实现或验证对应工作流。English keywords: Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG…
Use when the user wants /autospec-autonomous to run the autospec machinery unattended for weeks — a perpetual self-driving conductor that walks a never-idle priority waterfall…
Ensure architecture docs capture availability targets, failover strategy, capacity headroom, and resilience trade-offs for critical services.
Create or update ARCHITECTURE.md. Use this when asked to create, update or modify the project architecture.