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
Implement Instantly.ai reference architecture with best-practice project layout. Use when designing new Instantly integrations, planning multi-campaign systems, or building an…
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…
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.
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…
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.
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.
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.
Comprehensive survey of knowledge distillation methods, architectures, and applications in neural network compression
Progressive learning methodology for structured onboarding using time-boxed learning paths (Day-1, Week-1, Month-1), validation checkpoints, and scaffolding principles.
Use when deciding between Salesforce Knowledge, an external CMS (Contentful, WordPress, AEM), or a hybrid content strategy.
Use Koota for data-oriented Entity Component System architecture with React bindings.
Context-efficient codebase exploration using AST analysis. Use when exploring Kosmos architecture, understanding code structure, or preparing documentation for AI programmers.
Guides writing idiomatic, functional-style Kotlin code using built-in language features. Use when asked to write, review, or refactor Kotlin code for immutability, pure functions,…
Use when reviewing KMP architecture, feature proposals, PR structure, layer boundaries, state-holder design, Android entry-point discipline, source-set placement, modularization,…
Kotlin and Android/KMP code reviewer. Reviews Kotlin code for idiomatic patterns, coroutine safety, Compose best practices, clean architecture violations, and common Andr — from…
Provides idiomatic Kotlin implementation patterns including coroutine concurrency, Flow stream handling, multiplatform architecture, Compose UI construction, Ktor server — from…
Use when designing, implementing, or reviewing shared UI in Compose Multiplatform projects, including state-driven architecture, composable decomposition, layout/modifier…
Generates business logic layer components (use cases, repository interfaces, business models, validators) for go-kratos microservices following Clean Architecture.
Creates a new go-kratos microservice skeleton with clean architecture (server/service/biz/data), minimal Wire setup, HTTP + gRPC metrics, and complete project structure.
Implements go-kratos data layer repositories following Clean Architecture patterns with GORM, transactions, pagination, and error handling.
Generates gRPC/HTTP service handlers for go-kratos microservices. Creates service structs, handler methods, and integrates with protobuf definitions.