Comprehensive survey of knowledge distillation methods, architectures, and applications in neural network compression
Run deterministic knowledge checks for broken links, missing READMEs, plan lifecycle drift, and architecture doc mismatches, then emit knowledge-health.json.
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.
Ask AI-powered questions against Knowz vaults. Use when the user asks about prior decisions, conventions, architecture, patterns, trade-offs, or wants an answer grounded in stored…
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.
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,…
Regole architetturali vincolanti per progettare, pianificare e generare codice di gestionali cloud (ERP, BPM, backoffice) - API Gateway, Lambda vs Kubernetes, Job KEDA, librerie…
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.
Production LangChain LCEL & Agent Architecture. Covers LangChain Expression Language (LCEL) piping, @tool docstrings & type hint schema generation, output parsers…
Master the LangChain framework for building sophisticated LLM applications with agents, chains, memory, and tool integration. — from whatamelon/AGENT-HARNESS-BASELINE
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.
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.
Master the LangChain framework for building sophisticated LLM applications with agents, chains, memory, and tool integration. — from majiayu000/claude-skill-registry
Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns.
Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implementing AI agents, or creating…
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 ent — from…
Guides architectural decisions for LangGraph applications. Use when deciding between LangGraph vs alternatives, choosing state management strategies, designing multi-agent…
Sub-agent pre Antigravity — LangGraph architekt a plánovač. Ovláda celú LangGraph implementáciu od návrhu state schémy cez graf architektúru po produkčné nasadenie.
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).
Use when designing how a screen or flow is organized — what goes where, in what order, and how a user stays oriented.
Activate the Leanchy protocol: execution discipline, diagnostic rigor, decision hygiene, and architecture principles.
Capture project-scoped learning notes, technologies, concepts, glossary terms, architecture decisions, implementation lessons, and review questions into a durable Markdown…
The single source of truth for ledgerlift architecture, repo layout, primary stack, and project-wide conventions. Use when an agent needs orientation before any non-trivial work.
Produces comprehensive summaries and insights about legacy codebases to help understand unfamiliar code.
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…
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…
Guide for designing effective memory architectures in Letta agents. Use when users need help structuring memory blocks, choosing between memory types, or optimizing memory…
Build native UIs in the style of Raph Levien, architect of Druid, Xilem, and Vello. Emphasizes declarative reactive architecture, synchronized tree transformations,…
Creates 3 core project docs (requirements.md, architecture.md, tech_stack.md). L3 Worker invoked by ln-110-project-docs-coordinator. ALWAYS created.
Use when when you need to reconstruct or validate the control-flow architecture of a spectral search system that must handle both exact-match library lookups and analogue…
Plan and review Waitkit library architecture, package boundaries, public exports, TypeScript/tsup output, package metadata, and release impact.
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.