Use when organizing content for digital products, designing navigation systems, restructuring information hierarchies, improving findability, creating taxonomies or metadata…
Evaluate an AWS infrastructure choice against the AWS Well-Architected Framework and record the decision.
Use to create complete architecture documentation structure. Creates all required architecture documents from templates.
Topic cluster architecture builder — takes a core topic and maps the full cluster with 1 pillar page, 6-10 supporting posts, internal linking map, keyword targets, and estimated…
Use when implementing input — InputEvent system, Input Map actions, controllers/gamepads, mouse/touch, action rebinding, and input architecture
Inspect, map, extract from, or compare Apple dyld shared caches and subcaches while preserving cache-native identity and addresses.
Implement Instantly.ai reference architecture with best-practice project layout. Use when designing new Instantly integrations, planning multi-campaign systems, or building an…
Evolution of Skills, runtime constitutions, required profiles, and architecture generations with one writable owner, migration, reconciliation, and retirement.
Onboard an AI agent to an unknown codebase by generating a comprehensive instructions file. Use when asked to analyze a codebase, generate copilot instructions, create an…
Architecture guidance for Salesforce Insurance Cloud on FSC: module licensing strategy, policy administration object model, claims processing workflow design, underwriting rule…
Bridge game architecture across engines, manage headless test runners, configure export pipelines, and enforce asset normalization.
Review or design an integration architecture. Covers EIP pattern anti-pattern audit, API maturity (Richardson 0–3), contract governance, consumer-driven contract testing,…
Expertise in API design, database integration, and service connectivity. Activates when working with "API", "database", "webhook", "service", "integrate", "connect", or system…
RAN system integration with microservices architecture, cognitive consciousness, and intelligent orchestration for seamless network integration.
Intel VTune and AMD uProf profiling skill for microarchitecture analysis. Use when analyzing hotspots, microarchitecture bottlenecks, memory access patterns, pipeline stalls, or…
Implement Intercom reference architecture with layered project structure. Use when designing new Intercom integrations, reviewing project structure, or establishing architecture…
Design or critique information architecture, navigation, taxonomy, labeling, screen structure, content priority, findability, search and browse strategy, and information hierarchy.
สร้าง Interface Design Document (1 interface = 1 md file) จาก Interface SRS, Architecture Design และ Functional Design ตาม template ของ skill นี้ (แยก Batch File Process / RESTful…
Use when targeting International Symposium on Computer Architecture (ISCA) or deciding whether a computer-science manuscript fits this venue.
Query InterPro REST API for protein domain architecture, family classification, and member-DB integration.
Mandatory protocol that prevents AI agents from fabricating information. Forces best practice search before every action — coding, design, content, pricing, naming, architecture,…
Generate dependency diagrams from code or architecture. Traces code-level dependencies (hooks, queries, providers, components) or maps high-level system architecture.
Generate images using InvokeAI's local API. Use when asked to generate, create, or make images with InvokeAI, FLUX.2 Klein, Z-Image Turbo, FLUX, or SDXL models.
IoT architecture diagrams, sensors, edge computing, MQTT. Use when user mentions 'IoT', 'capteurs', 'edge', 'MQTT'.
Expert IoT engineer specializing in connected device architectures, edge computing, and IoT platform development.
Architecture de messaging IoT avec MQTT incluant brokers, topics, QoS, sécurité et patterns. Se déclenche avec "MQTT", "broker MQTT", "Mosquitto", "IoT messaging", "topic — from…
Use when reasoning about how an ISCA submission is evaluated — the two-round review structure with December and February reviewer waves, what the combined rebuttal-and-revision…
Sector-specific Plain Language standard for science and technical writing (ISO 24495-3:2026). Applied during software documentation, architecture specs, and technical analysis.
Reason about a whole system by mapping it onto a mature, structurally-similar domain that already paid for its mistakes, then read that domain's laws, invariants, and blindspots…
Turn an approved GitHub issue and acceptance criteria into a safe, implementation-ready architecture plan for the Developer.
Istio Service Mesh Config - Auto-activating skill for DevOps Advanced. Triggers on: istio service mesh config, istio service mesh config Part of the DevOps Advanced skill category.
Migrate Java applications from Jakarta EE on OpenLiberty to Spring Boot/Spring Framework with one-shot execution.
Draft an architecture decision record for Janela in the project's own format, numbered and indexed. Use when a design choice needs recording before code, when an issue is labelled…
Universal memory architecture for AI agents. Provides long-term memory, daily logs, diary, cron inbox, heartbeat state tracking, social platform post tracking, sub-agent context…
Use when analyzing Java/Spring architecture, 看懂 Java/Spring 项目, 分析架构, 梳理业务链路（下单/鉴权/支付）, 画时序图, 提炼设计模式, or planning refactors/二次开发.
Guide Claude to create domain modules following DDD principles and hexagonal architecture for Java + Spring Boot projects.
Build microservices - Spring Cloud, service mesh, event-driven, resilience patterns
Use when hardening the assumptions, results, and proof architecture of a Journal of Economic Theory (JET) paper — the theory analogue of an identification strategy.
Verify implementation matches spec. Check rule coverage, undocumented dependencies, architecture compliance. Writes verification report and drift debt. Run after /ctdd completes.
Arquitectura completa para la Red Social de Arte Digital: TS, MongoDB, Cloudinary, VPS y Ferozo.
Run bounded JStack goal loops or durable multi-phase programs until current acceptance evidence succeeds or an auditable stop or wait state is reached.
Implement Juicebox reference architecture. Trigger: "juicebox architecture", "recruiting platform design".
Meta knowledge for creating Claude skills. Provides templates, best practices, and patterns for building effective skills with routing tables and reference files.
Deep understanding of K1.reinvented's compilation architecture, node system, and extension methodology.
Run one autonomous codebase-improvement pass on the current repo. Self-discover the single highest-leverage, low-risk improvement (architecture, tech debt, dead code, test gaps,…
Design and build software in the style of Alan Kay, inventor of object-oriented programming, Smalltalk, and the Dynabook concept.
Use when listing KB entries, documenting codebase topics, or before exploring unfamiliar parts of the codebase.
Document and refresh a software repository in an OKF knowledge bundle. Use when the user asks to document this repo, codebase, architecture, developer workflows, or operational…
Generate intelligent Python project documentation with UML class diagrams, architecture diagrams, and code analysis.
Use when the system must change safely over time, when an invariant needs protecting, for "should we rewrite this?", or for a behavior-preserving refactor — protect the…
Scrapling-only, deterministic web crawler with clean SRP architecture, presets, checkpointing, and JSONL/report outputs.
Linux kernel development skill grounded in local references/labs and references/lectures materials. Use for kernel modules, system calls, process scheduling, interrupts, locking,…
Use when designing or analyzing keystroke/input capture — SetWindowsHookEx, raw input devices, ETW-based capture, kernel drivers, stealth techniques and their IOCs
Generate professional engineering documentation from KiCad projects — Hardware Design Descriptions (HDD), CE Technical Files, Interface Control Documents (ICD), Design Review…
Implement Klaviyo reference architecture with best-practice project layout. Use when designing new Klaviyo integrations, reviewing project structure, or establishing architecture…
Production reference architecture for Kling AI video generation platforms. Use when designing scalable systems.
How MVVM + Clean Architecture is applied in this Kotlin Multiplatform codebase — source-set placement, `expect`/`actual` vs.
Design or refactor Kotlin Multiplatform module boundaries, source-set hierarchy, shared logic/shared UI split, platform APIs, interop boundaries, and cross-platform library…
Master the know CLI tool for managing specification graphs. Use when working with spec-graph.json, understanding graph structure, querying entities/references/meta, managing…
Design knowledge systems using ontological principles—organizing by what things ARE rather than arbitrary hierarchies.