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.
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.
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,…
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.
Manages Wire dependency injection providers in go-kratos microservices. Adds constructors to ProviderSets and regenerates Wire code.
Kumo development assistant for MySQL database management tool. Use when working on Kumo features, understanding architecture, writing tests, or navigating the codebase.
Provides KurrentDB (EventStoreDB) client code for event sourcing and CQRS. Generates correct package names, connection strings, and API patterns for Python, Node.js, .NET, F#, Go,…
High-conversion landing page architecture - hero patterns, sections, social proof, CTA placement, shadcn templates.
Go 1.23+ development specialist covering Chi, GORM, and concurrent programming patterns. Use when building high-performance microservices, CLI tools, or cloud-native applications.
Foundational Roc patterns covering platform/application architecture, records, tags, pattern matching, abilities, and functional idioms.
Master the LangChain framework for building sophisticated LLM applications with agents, chains, memory, and tool integration.
Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns.
Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns.
Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns.
Implement LangChain reference architecture for production systems: layered design, provider abstraction, chain registry, RAG pipelines, and multi-agent orchestration.
Production-grade Langfuse architecture patterns and best practices. Use when designing LLM observability infrastructure, planning Langfuse deployment, or implementing…
Guides architectural decisions for LangGraph applications. Use when deciding between LangGraph vs alternatives, choosing state management strategies, designing multi-agent…
Use when navigating, onboarding, planning, or safely changing a large or unfamiliar codebase, including monorepos, legacy systems, multi-service repos, multi-repo architectures,…
Use when designing or reviewing org-wide large data volume (LDV) concerns: query optimizer behavior and selectivity, custom indexes and skinny tables, sharing and ownership skew,…
GTM analytics and measurement framework that builds metrics architecture, dashboard specs, and alert systems.
Compile institutional PI practice knowledge from FirmVault activity logs into a structured Obsidian wiki using Karpathy's LLM Knowledge Base architecture.
Шаблоны и принципы слоистой архитектуры (Presentation, Application, Integration, Domain).
Expert in migrating monolithic, legacy systems to modern architectures using patterns like Strangler Fig, CDC, and Anti-Corruption Layers.
生成专业的法律结构可视化图，输出为自包含 HTML 文件（内嵌 SVG，浅色主题，适合打印和嵌入文档）。适用场景：(1) 用户要求"画结构图""生成可视化""做流程图""法律图示"时；(2) 涉及诉讼推理结构（当事人→证据→事实→法律→判决）；(3) 合同关系图（甲乙方权利义务、履约节点、违约责任）；(4) 法规程序图（申请→审查→决定→救济）；(5)…
Produces properly-formatted legal documents in Word (.docx). The user provides the substantive content (instructions, attached files, project knowledge); the skill handles…
Validate maintainer docs structure, standards freshness, manifest paths, and plan state. Run this after modifying any file under .agents/docs/standards/, .agents/docs/plans/,…
Fast semantic code navigation via LSP. Load FIRST before ANY code task - even 'simple' ones. Trigger scenarios: (1) fixing lint/type/pyright/mypy warnings or errors, (2) fixing…
Creates 3 core project docs (requirements.md, architecture.md, tech_stack.md). L3 Worker invoked by ln-110-project-docs-coordinator. ALWAYS created.
Provides Mermaid diagramming patterns for technical documentation including flowcharts, sequence diagrams, ERDs, class diagrams, state diagrams, Gantt charts, and mindmaps.
librpc - gRPC framework for microservices. RpcServer and RpcClient provide base classes. loadProto loads protobuf definitions. createClientFactory builds typed service clients.
Liftera monorepo architecture patterns and best practices. Trigger: When making cross-app changes, adding new packages/apps, or deciding where code should live in the monorepo.
Review Bitcoin Lightning Network protocol designs, compare channel factory approaches, and analyze Layer 2 scaling tradeoffs.
Technical reference on Lightning Network channel factories, multi-party channels, LSP architectures, and Bitcoin Layer 2 scaling without soft forks.
Reference architectures for Lindy AI agent integrations. Use when designing systems, planning multi-agent architectures, or implementing production integration patterns.
Production-grade Linear integration architecture patterns. Use when designing system architecture, choosing integration patterns, or reviewing architectural decisions for Linear…
Linkerd2 lightweight service mesh for automatic mTLS, traffic metrics, and certificate rotation. Zero-config mTLS, per-route metrics, traffic splits, retries, and timeouts for…
Reference Architecture for Linktree. Trigger: "linktree reference architecture".
Displays the roster of architecture team members with their specialties and expertise areas. Use when the user asks "Who's on the architecture team?", "List architecture members",…
LLM architecture, tokenization, transformers, and inference optimization. Use for understanding and working with language models.
Builds and queries code knowledge graph for dependency analysis, references, implementations, and architecture overview.
Builds and queries code knowledge graph for dependency analysis, references, implementations, and architecture overview.
Creates core project docs (requirements, architecture, tech stack, patterns catalog). Use for any project regardless of type.
Architecture audit worker (L3). Checks DRY (7 types), KISS/YAGNI, layer breaks, error handling, DI patterns. Returns findings with severity, location, effort, recommendations.
Checks layer boundary violations, transaction boundaries, session ownership, cross-layer consistency. Use when auditing architecture layers.
Checks layer, resource ownership, and orchestration boundaries. Use when auditing architecture boundary enforcement.
Builds dependency topology, detects cycles, validates import rules, and calculates coupling metrics. Use when auditing architecture topology.
Finds architecture-level modernization opportunities: obsolete custom mechanisms, overbuilt extension points, and simplifiable architecture.