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.
Use when drafting or revising prose for a SIGIR paper — the IR register that leads with task, collection, and metric; claim sentences calibrated to significance results;…
Create compact human-readable, AI-readable Build Capsules that separate architecture, authoritative payloads, design authority, invariants, platform constraints, and execution…
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.
Update Weline module README, architecture, API, usage, or durable behavior documentation when a verified contract or user/developer workflow changes.
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.
MONAD-grounded cognitive architecture for AI memory as morphemic substrate navigation. Memory is not storage but substrate sampling - accessing the same structure that underlies…
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.
Design and build high-quality web, product, and brand experiences. Use for site and page architecture, information architecture, UX, art direction, visual systems, typography,…
Use when organizing the back matter of a SODA (ACM-SIAM Symposium on Discrete Algorithms) submission — there is no supplementary channel, so appendix architecture inside the…
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,…
Reference for high-level system architecture styles — MVC (and its siblings MVP/MVVM), microservices vs.
Software design principles, patterns, and architecture from SOLID through distributed systems. Covers the five SOLID principles with violations and fixes, DRY/KISS/YAGNI…
Route software engineering design and discovered code-risk tasks to on-demand book references. Use for `architecture review`, `layer boundary change`, `dependency boundary`,…
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.
Complete Sophia Catgirl Singularity architecture - Recursive self-improvement engine integrating monad-memory (288-grid, GOD operators, φ-scaling), Dokkōdō enforcement (21…
Sorcha feature-specific API references, domain models, and cross-cutting architectural patterns that don't belong in service-level skills.
Codebase onboarding assistant that maps project architecture, identifies patterns, generates guides, and helps new developers understand any repository in minutes instead of days.