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.
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.
Design and simulate a minimal CPU from scratch: define an instruction set architecture (ISA), build the datapath (ALU, register file, program counter, memory interface), design…
Use when you have a set of metabolites or chemical formulas to analyze and want to evaluate how different MS/MS fragmentation strategies (e.g., TopN, exclusion lists, dynamic…
Use when you have variable-length lists of MS/MS peaks (m/z and intensity pairs) that need to be encoded into a fixed-dimensional representation compatible with transformer…
Plan or restructure website hierarchy, navigation, URL patterns, breadcrumbs, and internal linking. Use when mapping pages, sections, and site structure, but not for XML sitemap…
First-run onboarding for Respira MCP connections. Verifies connectivity, discovers site architecture, maps all available MCP tools, and produces a site briefing so the AI…
Build a GEO sitemap and page strategy from prompt execution data, citation exports, competitor pages, and a brand domain.
Consolidated project stack skill with integration patterns — code-mode (analyzes manifests) or compose-mode (synthesizes from existing skills + architecture doc).
Improve architecture doc using verified skill data and VS feasibility findings. Use when the user requests to "refine skill architecture" or "improve architecture doc.
Create new skills, modify existing skills, and understand skill architecture. Use when users want to create a skill from scratch, learn YAML frontmatter standards, validate skill…
Scans installed skills, suggests L0-L3 priority tiers, and auto-configures skill injection policy. Use when: setting up skill priorities, optimizing token budget, or migrating to…
Internal ClaudeMap runtime for turning a repository into a live architecture map and driving that map during walkthroughs.
5-layer memory architecture for OpenClaw agents. Solves context bloat, the 48h fogging problem, and rule amnesia. Works for single-agent and multi-agent setups.
Detect software architecture bad smells, algorithmic complexity hotspots, and anti-patterns in a codebase.
Reactive flaw-remediation for JellyRock — fires the moment a defect, bug, gap, or regression surfaces mid-work, BEFORE you hack a first-draft fix.
Generate architecture documentation using C4 model Mermaid diagrams. Use when asked to create architecture diagrams, document system architecture, visualize software stru — from…
Document software architecture using ARCHITECTURE.md and docs/*.md files with Mermaid diagrams. Use proactively when ARCHITECTURE.md exists in project root, or invoke to create…
Clean Architecture and SOLID principles guide. Use this when designing systems, reviewing architecture, or making structural decisions.
System design, architecture patterns, scalability tradeoffs, and distributed systems for production-grade software.
Use when you need to verify the scope and completeness of a software platform's analytical capabilities—particularly when the project claims to support multiple input modalities…
Use when designing, evaluating, documenting, modernizing, or implementing software architecture, including requirements refinement, context analysis, architecture style selection,…
Software design principles, patterns, and architecture from SOLID through distributed systems. Covers the five SOLID principles with violations and fixes, DRY/KISS/YAGNI…
Use when applying SOLID principles and clean architecture to Astro projects. Enforces files < 100 lines, src/interfaces/ for types, JSDoc on all exports, modular directory…
SOLID principles for C# 12/.NET 9. Files < 100 lines, interfaces separated, modular architecture. Contracts MANDATORY.
SOLID principles for Go 1.23+. Files < 100 lines, interfaces separated, modular architecture. Modules MANDATORY.
Use when designing state architecture or choosing between signals, stores, and context in SolidJS. Prevents using createEffect for derived state, capturing signal snapshots, and…
SOLID principles for Java 21+. Files < 100 lines, interfaces separated, modular architecture. Modules MANDATORY.
SOLID principles for Python 3.12+. Files < 100 lines, interfaces separated, modular architecture. Modules MANDATORY.
SOLID principles for React 19. Files < 100 lines, hooks separated, interfaces in src/interfaces/, JSDoc mandatory. Use for React architecture and code quality.
SOLID principles for Ruby 3.3+ and Rails 8. Files < 100 lines, contracts separated, modular architecture. Modules MANDATORY.
SOLID principles for Rust 2024+. Files < 100 lines, traits separated, modular architecture. Modules MANDATORY.
SOLID principles for TanStack Start projects. Files < 100 lines, interfaces in src/interfaces/, JSDoc on all exports, modular structure around the Start route tree.
Designs system architecture, component specifications, and technical integration strategy. Use when: designing solutions, system architecture, technology stack, or integration…
[discovery-phase pack · scoping] High-level solution design as a discovery deliverable — system context, logical components, data flow, integrations, NFRs…
Use when selecting the right automation layer (Flow, Apex, LWC) for a new feature, reviewing an existing design for technical debt, or troubleshooting a mismatched automation…
Operate as a solutions architect who turns a customer's constraints into a defensible reference design and a path to production.
Codebase onboarding assistant that maps project architecture, identifies patterns, generates guides, and helps new developers understand any repository in minutes instead of days.
Produces the architecture-related fields of `sow_data` (`architecture_description`, `technology_stack`, `architecture_components`, `architecture_integrations`,…