Audits architecture config boundaries: typed settings, scattered env reads, config leakage, and layer ownership. Use for config architecture.
Scaffolds new or restructures existing projects to Clean Architecture. Use when setting up project structure.
Load architecture principles and core conventions for grounding work against project standards - simple context loading for all workflow stages
Run the same lint + typecheck + architecture-audit checks CI runs, locally and in parallel. Catches workspace-package issues (missing deps, prop drift, lint rule violations)…
Expert guide for understanding the Local Skills MCP server repository - its structure, architecture, and implementation.
Content logic organization expert. Reorganizes unstructured or loosely structured text into clear hierarchy, logically rigorous, and concisely expressed DOT format structured…
Design-only architecture skill for Bible reading systems. Use when (1) designing verse reference data models, (2) planning reader component hierarchies, (3) architecting audio…
Implement Lokalise reference architecture with best-practice project layout. Use when designing new Lokalise integrations, reviewing project structure, or establishing…
Improve architecture and interface seams. Use when refactoring module boundaries, reducing coupling, designing APIs or adapters, making code more testable, or turning codemap…
Use when architecture work is about increasing module depth, leverage, locality, test seams, or caller simplicity in tangled or shallow code, not local readability cleanup.
Create technical diagrams using Mermaid syntax for architecture, sequences, ERDs, flowcharts, and state machines.
Event-driven architecture patterns including message queues, pub/sub, event sourcing, CQRS, and sagas.
Maintain strategic outcome framing. Use when a product, architecture, migration, quality, cleanup, or modernization effort spans tickets, needs success metrics, delegated…
Decompose high-level work into ticket-ready execution units and maintain execution strategy. Use when a feature, refactor, migration, architecture change, or multi-step objective…
Maintain accepted explanation. Use when architecture, workflow, troubleshooting, domain terminology, shared language, reference knowledge, or recurring how-to context should…
Reference Architecture for Lucidchart. Trigger: "lucidchart reference architecture".
Product analyst — metrics architecture, funnel analysis, A/B test design, retention, and growth measurement.
Metrics architecture — produce a complete metrics plan given a product description. North Star, input metrics tree, instrumentation spec, action triggers, and counter-metrics.
When the user wants to generate documentation from their codebase. Use when the user says "document this," "write docs," "generate README," "API docs," "architecture docs,"…
6개 직무 카테고리(출판/편집디자인, 건축/BIM, 영상/멀티미디어, 게임 콘텐츠, 소프트웨어 개발, UI/UX)의 채용공고 시장 분석을 통합 관리하는 라우터·디스패처 스킬. 단일 카테고리 실행, 멀티 카테고리 병렬 실행, 시계열 트렌드 비교, 크로스 카테고리 통합 대시보드를 모두 처리합니다.
Use when preparing releases, validating cross-platform compatibility, or updating installation infrastructure. Meta-skill for maintaining AgentSys's 3-platform architecture.
Maintain docs/architecture/ARCHITECTURE.md, SLICES.md, and architecture.json for a repository's product/module architecture and provable code slices.
Production-grade architecture patterns for MaintainX integrations. Use when designing system architecture, planning integrations, or building enterprise-scale MaintainX solutions.
CRITICAL: Entry-level skill for Makepad 2.0 GUI development. This is the FIRST skill to load for any Makepad task — it provides design judgment anchors ABOVE the other 13 — from…
CRITICAL: Entry-level skill for Makepad 2.0 GUI development. This is the FIRST skill to load for any Makepad task — it provides design judgment anchors ABOVE the other 13 — from…
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design.
Architecture Decision Records (ADRs)をdocs/adr/ディレクトリで管理します。 新しいADRの作成、既存ADRの編集、ADR索引の確認を行います。 ユーザーがアーキテクチャ決定の記録、ADRの作成・更新・検索を依頼したときに使用してください。…
Expert at organizing and managing documentation structure across projects. Auto-invokes when organizing documentation files, setting up documentation frameworks, creating…
Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation…
Use when complex systems need visual documentation, mapping component relationships and dependencies, creating hierarchies or taxonomies, documenting process flows or decision…
Patterns for organizing, naming, and structuring multi-tool MCP servers (10+ tools). 多工具MCP服務器架構、分組、命名慣例。Use when: user asks to organize MCP tools, structure multi-tool MCP,…
Generic MCP (Model Context Protocol) server development patterns. Provides reusable architecture and best practices for building MCP servers that expose any domain-specific…
Consolidate session learning into permanent architecture — extract patterns into skills, instructions, prompts, or memory
Use to maintain persistent context across agent sessions — decision logs, architecture memory, and constraint tracking.
Five-layer memory architecture: where each fact lives, how layers interact, when to promote learnings
Architecture de mémoire pour agents IA — short-term, long-term, episodic, semantic, working memory. Se déclenche avec "mémoire agent", "agent memory", "long-term memory" — from…
Use when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase.
Architecture/design decisions with working memory -- before recommending, recall prior decisions and tradeoffs; when a decision is made, capture it immediately.
Transform validated knowledge into structured long-term memory. Activate after Bootstrap scan, after Discovery produces validated artefacts, or after architecture insights are…
CRITICAL: Use for managing agent memory based on CoALA cognitive architecture. Triggers on: remember this, 记住这个, save this info, learn from this, 学习这个, memory system, 记忆系统,…
Memory architecture derived from D-ND axioms. Manages persistent memory across sessions using the P6 principle — memory as recognition of belonging, not storage of facts.
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency across…
Create Mermaid diagrams in Obsidian including flowcharts, sequence diagrams, class diagrams, and more.
Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams…
Create Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling.
Expert Mermaid diagram creation, validation, and rendering with dual-engine output (SVG/PNG/ASCII). Supports all 20+ diagram types including C4 architecture, AWS architecture-beta…
Transform text content into professional Mermaid diagrams for presentations and documentation. Use when users ask to visualize concepts, create flowcharts, or make diagrams from…
Use when shaping the primary message, supporting proofs, and audience-by-message matrix from a locked positioning frame — before any copy or launch beat.
Structured reasoning modifiers (/think, /verify, /adversarial, /edge, /confidence, /assumptions, etc.) to stress-test decisions, surface assumptions, or enumerate edge ca — from…
Extract the conceptual essence of a repository as skills, agents, and teams — the project's roles, procedures, and coordination patterns expressed as agentskills.io-standard…
Embedded firmware development for microcontrollers including memory-mapped I/O, GPIO, interrupts, timers, UART/SPI/I2C serial protocols, PWM generation, ADC sampling,…
Expert guidance for Micronaut framework development with compile-time dependency injection, GraalVM native builds, and cloud-native microservices
Guidelines for building production-grade microservices with FastAPI/Python and Go, covering serverless patterns, clean architecture, observability, and resilience.
Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams an — from…
Distributed systems expert specializing in service decomposition, orchestration, and microservices architecture patterns.
Microservices architecture patterns and best practices. Use when designing distributed systems, breaking down monoliths, or implementing service communication.
Microservices design patterns including service mesh, event-driven architecture, saga pattern, and API gateway
Conception et découpage d'architecture microservices. À utiliser pour concevoir ou migrer vers des microservices.
Master microservices architecture patterns including service boundaries, inter-service communication, data management, and resilience patterns for building distributed systems.
Design microservices architectures with service boundaries, event-driven communication, and resilience patterns.