Use when the task is to understand an unfamiliar codebase, locate key entry points, or summarize architecture before editing.
Onboard quickly to this repository. Use when asked to understand architecture, locate ownership, choose the right module, or identify the correct commands and verification…
Six-layer governance hierarchy (Vision → Principles → Conventions → Development → Agents → Workflows).
处理 BK-CI 代码库接入、代码库授权、Webhook、SCM 集成、PAC 开关与仓库类型差异时使用。当用户提到 Git/SVN/GitHub/TGit、Webhook、仓库认证、PAC 代码库或提交记录时优先使用。
Design and implement the Repository pattern in a TypeScript DDD clean architecture project — define repository interfaces in the domain layer and implementations in the…
Manage architecture requirements throughout the TOGAF ADM cycle. Produces Requirements Impact Assessments, maintains Architecture Requirements Repository entries, and builds a…
Frameworks for designing agents that must reason and act under time pressure, limited computational resources, and changing environments — based on Bratman, Israel, and Pollack's…
Retell AI reference architecture — AI voice agent and phone call automation. Use when working with Retell AI for voice agents, phone calls, or telephony.
Quarto agente do Time de Migração. Opera em duas fases. Fase 1: detecta a topologia do legado, sempre propõe uma topologia moderna alternativa e produz topology_decision.md (com…
Reverse-engineer Architecture Decision Records (ADRs) from an existing codebase. Use when a project has no ADRs but you want to document WHY architectural decisions were made…
Revisar la arquitectura de software en cuanto a acoplamiento, cohesión, principios SOLID, diseño de API, escalabilidad y deuda técnica.
3-Phase Knowledge Search strategy for the RLM Factory ecosystem. Auto-invoked when tasks involve finding code, documentation, or architecture context in the repository.
CRITICAL: Use for Robius app architecture patterns. Triggers on: Tokio, async, submit_async_request, 异步, 架构, SignalToUI, Cx::post_action, worker task, app structure, MatchEvent,…
Nightly code and architecture health scan. Passively triggered by scheduler (cron or GitHub Actions), not invoked by users directly.
Analyzes Claude Project context budget using the two-pool architecture: knowledge files (~66,500 token RAG threshold) vs. threshold-exempt overhead.
Specialized agentic and context engineering prompt methodology for Claude. Use when designing AI agents — system prompts, tool definitions, context window architectures, failure…
Specialized software engineering prompt methodology for Claude. Use when building prompts for system design, code review, incident response, security analysis, API design,…
Generates a structured Project Brief — a comprehensive markdown document that extracts goals, architecture, knowledge file inventory, Custom Instructions summary, Memory contents,…
Builds complete, optimized Claude prompts and Project scaffolds from task descriptions. Use when building, designing, creating, or structuring a Claude prompt or system prompt.
Evaluates and scores Claude prompts and system prompts using a six-dimension Scorecard with anchored 1-5 rubrics.
LiteLLM-RS Routing Architecture. Covers 7 routing strategies, lock-free design with DashMap, health-aware selection, fallback chains, and load balancing.
Use when optimizing RTL microarchitecture for area or clock frequency (Fmax), a design is too big to fit or too slow to meet timing, a wide multiply or barrel shifter is the…
Non-negotiable Jardis architecture rules — five constitutional pillars, hexagonal dependency direction, Closure-Orchestrator pattern.
Runway reference architecture — AI video generation and creative AI platform. Use when working with Runway for video generation, image editing, or creative AI.
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential).
Production architecture for SalesLoft API integrations with service layer, webhook processing, and CRM sync patterns.
Use when implementing save/load systems — ConfigFile, JSON, Resource serialization, save game architecture
Store APPLICATION patterns (architecture, procedures, conventions) in AgentDB's skills table. NOT for swarm/transient memory.
Token-efficient codebase navigation. Build a queryable knowledge graph of a repo (via graphify, running FULLY LOCAL on Ollama — no cloud LLM, no token cost) ONCE, then answer…
Domain-first folder structure reflecting business capabilities. Trigger: When structuring projects or refactoring toward use-case-driven boundaries.
Create technical design with architecture decisions, data flow, and file changes.
Draft or update design documents based on approved specification. Use when translating requirements into technical specifications.
Analyze documentation gaps, create Architecture Decision Records (ADRs), and build knowledge indexes.
A universal self-improving agent that learns from ALL skill experiences. Uses multi-memory architecture (semantic + episodic + working) to continuously evolve the codebase.
SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.
Use when you need to find code by concept (not just text). Uses Serena MCP for semantic code search across the codebase with minimal token usage.
Deep structural analysis of a codebase — dependency mapping, architecture boundary detection, coupling/cohesion scoring, and dead code discovery.
.claude 디렉토리 구조 검증 및 자동 수정. Use when: (1) SEMO 업데이트 후 무결성 체크, (2) 심링크 깨짐 의심 시, (3) version-updater에서 자동 호출, (4) 새 세션 시작 시.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development.
Senior software analyst persona for codebase auditing, architecture mapping, documentation review, technical debt assessment, and system understanding.
Configure Sentry error tracking and performance monitoring for different application architectures. Use when setting up Sentry for monoliths, microservices, serverless functions,…
Design production-grade Sentry architecture for multi-service organizations. Use when planning Sentry rollout, structuring projects across teams, building shared config modules,…
Use this when: why is this broken, how should I approach this, I can't figure out the root cause, walk me through the trade-offs, what's the best architecture for, help me think…
Architectural analysis workflow using Serena symbols and Forgetful memory. Use when you say "analyze the architecture of this project", "map out the codebase structure", "trace…
Production architecture for SerpApi search services with caching, monitoring, and multi-engine support.
Service-oriented and microservices architecture patterns for cloud-scale systems. Covers service boundaries, API versioning and backward compatibility, eventual consistency at the…
Use when designing a Service Cloud solution end-to-end: channel strategy (phone, email, chat, messaging, social), routing model (queue-based vs skills-based Omni-Channel),…
Use this when: connect two services together, automate a workflow between apps, my webhook keeps timing out, messages are getting dropped silently, trigger actions when events…
Diagnose and fix flaky e2e tests and general connectivity issues in service mesh environments (Kuma, Istio, Linkerd, Consul).
Expert service mesh architect specializing in Istio, Linkerd, and cloud-native networking patterns. Masters traffic management, security policies, observability integration, and…
Istio, Envoy, circuit breakers, and service discovery for microservices. Activate on: service mesh, Istio, Envoy, sidecar, circuit breaker, service discovery, mTLS, traffic…
Complete guide to observability patterns for Istio, Linkerd, and service mesh deployments.
Implement comprehensive observability for service meshes including distributed tracing, metrics, and visualization.
Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches…
Agents window architecture — covers the agents-first app, layering, folder structure, chat widget, menus, contributions, entry points, and development guidelines.
Organize and synchronize session directory structure based on project architecture
Salesforce architecture diagrams using Mermaid with ASCII fallback. TRIGGER when: user says "diagram", "visualize", "ERD", or asks for sequence diagrams, flowcharts, class…
Multi-tenant architecture design. Tenant isolation strategies, RLS, routing, and scale design for SaaS.
Choose between Shopify app architectures: embedded Remix app, headless storefront with Hydrogen, standalone integration, or theme app extension.