Deep architecture review — catches overengineering, boundary violations, and considers simpler alternatives
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.
Scaffold modul baru pada modular monolith AWCMS. Gunakan saat membuat modul domain baru di src/modules/ (mis.
Persistent memory system for Claude Code. Your agent remembers everything across sessions and projects. Two-layer architecture: hot cache (MEMORY.md) + knowledge wiki.
Architect AWS infrastructure and application integrations with production-grade service selection, boundaries, rollout thinking, and verification.
Purpose: Standardize how stakpak designs and optimizes AWS architectures. Scope: Greenfield: design new infrastructure.
Proactively catch common AWS infrastructure mistakes before they happen. Use when creating or modifying AWS components — CloudFormation, CDK, Lambda, API Gateway, IAM, S3 — from…
Comprehensive guide to AWS cloud architecture covering compute, storage, databases, networking, security, serverless, and cost optimization with production-ready patterns
Creates professional AWS architecture diagrams in draw.io XML format (.drawio files) using official AWS Architecture Icons (aws4 library).
Review AWS event-driven system design across EventBridge, event buses, Pipes, SQS, SNS, Step Functions, event schemas, filtering, cross-account routing, retries, DLQs, replay,…
AWS cloud architecture patterns and best practices. Use when designing, deploying, or reviewing AWS infrastructure including EC2, ECS, EKS, Lambda, RDS, S3, IAM, and VPC.
Service architecture patterns for Axum applications including layered design (Router → Handler → Service → Repository), AppState with FromRef for dependency injection, Tower…
Design Azure infrastructure using natural language, or analyze existing Azure resources to auto-generate architecture diagrams, refine them through conversation, and deploy with…
Babel plugin architecture for AST-based code transformations. Visitor pattern traversal, path/scope API, custom transform rules, and automated codemod pipelines.
Business Architecture Decision Records. Documents the business context, opportunity cost, and ROI of technical choices.
The Balanced Coupling model for software design. Use when: designing modular architectures, evaluating coupling between components, reviewing code modularity, deciding whether to…
Use when decisions happen async — reviewer(s) look at it over chat, on a PR, on a train, or any time outside the agent session.
Implement BambooHR reference architecture for production HR data pipelines. Use when designing new BambooHR integrations, building employee sync systems, or establishing…
Architecture guidance for Salesforce FSC banking and Digital Lending: loan origination platform design, ResidentialLoanApplication data model, payment processing integration…
Manages banking relationships — account optimization, fee negotiation, credit facility oversight, treasury yield, and fraud prevention.
Use when bringing up bare-metal or kernel code on a new architecture, SoC, or board (RISC-V, ARM, x86, ESP32) and it won't boot, hangs after boot, or faults early; covers trap…
Use when when you have trained a candidate model (e.g., an ensemble, a new architecture) and need to demonstrate its advantage over published or reference implementations on the…
基本設計書作成エージェント。システムアーキテクチャ、データフロー、インフラ構成、非機能要件を設計。キーワード: 基本設計, basic design, アーキテクチャ, architecture, システム設計, system design. — from sei-newbear/xp-harness
基本設計書作成エージェント。システムアーキテクチャ、データフロー、インフラ構成、非機能要件を設計。キーワード: 基本設計, basic design, アーキテクチャ, architecture, システム設計, system design. — from engineering/architecture
Validate production batch execution - trigger daily runs and analyze traces for architecture completeness and result quality
生成芯片功能模块微架构文档（MAS、FSM、数据通路、验证计划、DFT）。Generate microarchitecture specification for chiplet modules. Trigger: /bb-mas, 微架构文档, MAS, FSM, datapath, verification plan, DFT
BDI (Beliefs-Desires-Intentions) agency framework for designing autonomous agents with mental state architectures
Integration of BDI agent architecture with soft systems methodology for complex organizational problem-solving
Summarize BEACH numerical methods, physical assumptions, algorithms, architecture, and model limitations for papers, reports, README, or presentations.
Look up current Bevy engine APIs, crates, examples, and patterns. Use for any Bevy-related question, including API lookup, feature design, architecture, and implementation…
Use when you have paired spectrum-compound reference data and need to simultaneously retrieve candidate compounds rapidly (bi-encoder) while also refining relevance scores through…
ADK Bidi-streaming expert with comprehensive knowledge of streaming architecture, implementation patterns, and production best practices
Use when first encountering an unknown binary, ELF file, executable, or firmware blob. Fast fingerprinting via rabin2 - architecture detection (ARM, x86, MIPS), ABI ident — from…
Resolves rsIDs, navigates RsMergeArch/SNPHistory merge chains, and converts between rsID, SPDI, HGVS, and VCF representations using the dbSNP Build 156 JSON architecture.
Apply Eskil Steenberg's black box architecture principles to build modular, maintainable software. Automatically refactors code into replaceable components, designs system…
Blazor component architecture, Razor component patterns, Radzen UI library, and Blazor-specific UX patterns.
Comprehensive Blazor development expertise covering Blazor Server, WebAssembly, and Hybrid apps. Use when building Blazor components, implementing state management, handling…
Expert in Web3 development, smart contracts (Solidity/Rust), and decentralized application (dApp) architecture.
Design and implement blockchain integrations across chains and frameworks with emphasis on patterns over specific technologies.
Use after writing implementation plans, architecture documents, or design specs, before implementation begins. Required for validating strategic and technical soundness.
Produce the architecture: a lean spine of invariants that keeps everything built from it consistent, projected into whatever format the work needs.
Course correction navigator for mid-sprint scope changes. Loads sprint state from the issue tracker, runs a structured impact assessment (affected epics, stories to…
Guided ADR creation workflow. Structures an Architecture Decision Record through evidence-based investigation: context analysis, options discovery, trade-off evaluation, and…
Collaborative architecture solution design for AI agent implementation consistency. Guides through system context analysis, technology decisions, pattern selection, conflict…
Installe BMAD-METHOD dans le projet courant. Réservé aux gros projets nécessitant un cycle complet analyse→plan→architecture→implémentation.