Map a codebase's structure, tech stack, architecture patterns, and conventions into a reusable Project Context document.
Domain-first folder structure reflecting business capabilities. Trigger: When structuring projects or refactoring toward use-case-driven boundaries.
Script Kit GPUI codebase architecture. Use when navigating the codebase, understanding module structure, or tracing data flow.
Create technical design with architecture decisions, data flow, and file changes.
Generate, repair, and validate SDL v1.1 YAML from requirements, architecture notes, repo summaries, or diagrams.
Use to record ADRs covering choices, tradeoffs, alternatives, consequences, status, and links to requirements/design evidence.
Draft or update design documents based on approved specification. Use when translating requirements into technical specifications.
Orchestrates 6-phase SDLC pipeline (discovery, requirements, architecture, workstreams, implementation, summary) for guided feature development.
Use to design modular monolith boundaries, module layout, dependency rules, shared/platform seams, and extraction triggers.
AUTO-INVOKE when user mentions SDLC, requirements, architecture, ADR, use case, user story, test plan, phase gate, inception, elaboration, construction, transition, intake,…
Analyze documentation gaps, create Architecture Decision Records (ADRs), and build knowledge indexes.
Knowledge base synthesized from the Guide to the Systems Engineering Body of Knowledge (SEBoK) v2.14 by the BKCASE Project.
Produces a concise, plain-language write-up of a technical subject that a smart but non-technical reader (like a manager) can fully understand — no jargon, but not dumbed down —…
Use SEIS-DATA for data architecture, analytics, reporting, schema design, generated JSON/Markdown reports, data governance, knowledge registries, RAG or memory planning, source…
Use when the user asks about Archie itself — what Archie is, how it works, what it can or cannot do, what agents or domains exist, how plugins work, how requests get handled, why…
A universal self-improving agent that learns from ALL skill experiences. Uses multi-memory architecture (semantic + episodic + working) to continuously evolve the codebase.
SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops. — from engineering/architecture
SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.
Produces a behavioral architecture map grouping components by action-verb clusters (CONVERSE, REASON, REMEMBER, etc.) that reveals capabilities, gaps, and cross-cutting concerns…
Use when you need to find code by concept (not just text). Uses Serena MCP for semantic code search across the codebase with minimal token usage.
Deep structural analysis of a codebase — dependency mapping, architecture boundary detection, coupling/cohesion scoring, and dead code discovery.
Design, evolve, or audit a large shared semantic vocabulary, concept scheme, capability catalog, knowledge organization system, or cross-domain taxonomy.
.claude 디렉토리 구조 검증 및 자동 수정. Use when: (1) SEMO 업데이트 후 무결성 체크, (2) 심링크 깨짐 의심 시, (3) version-updater에서 자동 호출, (4) 새 세션 시작 시.
Production-ready technical decisions like a senior engineering lead. Use for: architecture choices, implementation planning, trade-off analysis, incident remediation, rollout…
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
Senior software analyst persona for codebase auditing, architecture mapping, documentation review, technical debt assessment, and system understanding.
Configure Sentry error tracking and performance monitoring for different application architectures. Use when setting up Sentry for monoliths, microservices, serverless functions,…
Design production-grade Sentry architecture for multi-service organizations. Use when planning Sentry rollout, structuring projects across teams, building shared config modules,…
Use this when: why is this broken, how should I approach this, I can't figure out the root cause, walk me through the trade-offs, what's the best architecture for, help me think…
Architectural analysis workflow using Serena symbols and Forgetful memory. Use when you say "analyze the architecture of this project", "map out the codebase structure" — from…
Architectural analysis workflow using Serena symbols and Forgetful memory. Use when analyzing project structure, documenting architecture, creating component entities, or — from…
Production architecture for SerpApi search services with caching, monitoring, and multi-engine support.
Design RSC architectures with minimal client boundaries, streaming, Suspense, and Server Actions for Next.js App Router
Service-oriented and microservices architecture patterns for cloud-scale systems. Covers service boundaries, API versioning and backward compatibility, eventual consistency at the…
Write a service catalog entry for a microservice or internal platform service — covering service identity, purpose, architecture context, SLAs, API contract summary, data…
Use when designing a Service Cloud solution end-to-end: channel strategy (phone, email, chat, messaging, social), routing model (queue-based vs skills-based Omni-Channel),…
Use this when: connect two services together, automate a workflow between apps, my webhook keeps timing out, messages are getting dropped silently, trigger actions when events…
Diagnose and fix flaky e2e tests and general connectivity issues in service mesh environments (Kuma, Istio, Linkerd, Consul).
Expert service mesh architect specializing in Istio, Linkerd, and cloud-native networking patterns. Masters traffic management, security policies, observability integrati — from…
Istio, Envoy, circuit breakers, and service discovery for microservices. Activate on: service mesh, Istio, Envoy, sidecar, circuit breaker, service discovery, mTLS, traffic…
Complete guide to observability patterns for Istio, Linkerd, and service mesh deployments.
Implement comprehensive observability for service meshes including distributed tracing, metrics, and visualization.
Judge whether a service mesh's east-west traffic features justify its operational complexity, versus a library approach.
Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches…
Agents window architecture — covers the agents-first app, layering, folder structure, chat widget, menus, contributions, entry points, and development guidelines.
Organize and synchronize session directory structure based on project architecture
Salesforce architecture diagrams using Mermaid with ASCII fallback. TRIGGER when: user says "diagram", "visualize", "ERD", or asks for sequence diagrams, flowcharts, class…
Use when building a whole-codebase Shape model — author higher-level architecture, boundary, and INVARIANT shapes on top of the generated AST layer, grounded in the AST anchors,…
Multi-tenant architecture design. Tenant isolation strategies, RLS, routing, and scale design for SaaS.
Turborepo, workspaces, package architecture, @repo/* naming, exports, tree-shaking
Orchestrates the full Sherpy planning workflow from requirements to QA-ready delivery plan. Supports AI, human, and hybrid audience selection for appropriate task detail levels.
Choose between Shopify app architectures: embedded Remix app, headless storefront with Hydrogen, standalone integration, or theme app extension.
Implement Shopify app reference architecture with Remix, Prisma session storage, and the official app template patterns.
Use when evaluating, choosing, or analyzing architectural patterns for an existing or new system. Analizza architettura di sistemi software: C4 model, HLD, bounded context, CQRS,…
Auxiliary service sharing lifecycle with main service. Trigger: When adding logging, monitoring, or auth proxy to microservices without code changes.
Use when the user says 'draw', 'diagram', 'visualize', 'architecture', or needs a visual overview of code structure.