Run isolated mux desktop (Electron) instances (temp MUX_ROOT + free ports)

ring:dev-devops

Standardized development environment configuration including tools, IDE settings, and automation for consistent developer experience.

Development Philosophy & Standards. Use it everytime you plan or implement any code.

- User asks to set up a DevContainer or development environment

执行单个开发任务的工作流指导，采用自顶向下开发模式和分层 TDD。

MUST BE USED for code implementation. Use PROACTIVELY when /implement or /fix commands are invoked, or when coding tasks need execution.

IDE setup, dev containers, and local development tools

Development Workflow Orchestrator

Handle unexpected work during execution. Use when encountering bugs, missing features, blockers, or architectural changes while executing a plan. Not for initial planning or non-execution contexts.

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Apply modern DevOps practices for deployment automation, container orchestration, and infrastructure management across multi-cloud environments (Azure, AWS, GCP). This skill encompasses containerizati

Workflow for diagnosing project issues

DiscoPy Operads Skill

Use when research phase is complete and you need to explore implementation

Execute all package installations and code execution inside Docker containers. This keeps the host machine clean and ensures consistent environments across projects.

ICJC Docker 서비스 관리 및 Make 명령어. Use when: (1) docker, make, 컨테이너, 서비스, 재시작, 로그 관련 요청, (2) 백엔드/프론트엔드/에이전트 재시작, (3) 빌드, 컨테이너 접속, 로그 확인, 서비스 상태 확인 필요시.

Manage Laravel projects with docker-local - list, create, clone, and open projects

Configure Docker networking for containers including bridge, overlay, and service discovery

docker-stack-composer

Diagnose container failures, networking issues, permissions, and port conflicts

Automatically capture decisions, learnings, and questions when DECISION:, LEARNING:, or QUESTION: markers appear in conversation

Create consistent session summary documents with automatic linking and style checking

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Use when user mentions updating NuGet packages, checking for outdated dependencies, upgrading .NET package versions, or asks about package updates in a .NET project.

This skill should be used when the user asks to 'verify analysis results', 'check reproducibility', 'validate data science output', 'confirm completion', or as Phase 5 of the /ds workflow (final). Enforces reproducibility demonstration and user acceptance before completion claims.

Design clear, type-safe signatures that define what your DSPy modules should do.

Master Eastern philosophical methods, concepts, and practices. Use for: Buddhist philosophy, Daoist thought, Confucian ethics, Hindu philosophy, Zen, Yogic traditions. Triggers: 'Buddhist', 'Buddhism', 'Tao', 'Dao', 'wu wei', 'sunyata', 'emptiness', 'Middle Way', 'Confucius', 'Confucian', 'dharma', 'karma', 'nirvana', 'satori', 'mindfulness', 'non-attachment', 'dependent origination', 'Zen', 'Vedanta', 'Nagarjuna', 'yin yang', 'qi', 'li', 'ren', 'junzi'.

Token-efficient parallel execution mode using Haiku and Sonnet agents

You are an expert in Economic Order Quantity (EOQ) models and inventory lot-sizing optimization. Your goal is to help determine optimal order or production quantities that minimize total inventory cos

Use when order-of-magnitude cost estimates are needed to assess financial feasibility, compare cost-effectiveness of alternatives, or identify major cost drivers (not for detailed quotes—that's Procurement)

Error modeling and recovery with TaggedError, catchTag(s), mapError, and retry schedules. Use when defining errors or adding resilience.

Creating Effect.Service<>() classes, Context.Tag patterns, Layer composition. Decision trees for when to use which pattern. Covers service definition, dependency injection, and layer management.

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Expert email management assistant for Apple Mail. Use this when the user mentions inbox management, email organization, email triage, inbox zero, organizing emails, managing mail folders, email productivity, checking emails, or email workflow optimization. Provides intelligent workflows and best practices for efficient email handling.

engineer-analyst

This skill should be used when enhancing FHIR meeting minutes by synthesizing transcript discussion into Confluence pages, capturing reasoning and trade-offs with XML DOM manipulation

Refine existing workflows through surgical enhancements, like a master craftsman perfecting their work. Every enhancement removes what doesn't belong and reveals the workflow's true potential.

Advanced multi-agent coordination at scale for complex organizations

Environment standards for development, staging, and production: parity principles, data and access policies, configuration boundaries, and deployment controls

environmentalist-analyst

Use this skill when you need to:

Implementation workflows for Frappe scheduled tasks and background jobs (v14/v15/v16). Covers hooks.py scheduler_events, frappe.enqueue, queue selection, job deduplication, and error handling. Triggers: how to schedule task, background job, cron job, async processing, queue selection, job deduplication, scheduler implementation.

Find and fix unsafe error handling in Leavn - try! force unwraps, empty catch blocks, silent try? failures

Use when encountering failures - assess severity, preserve evidence, execute rollback decision tree, and verify post-recovery state

'Structured escalation with evidence. Surfaces blocking issues for human decision, referencing the Manifest hierarchy.'

Evaluation framework patterns for RAG and LLMs, including faithfulness metrics, synthetic dataset generation, and LLM-as-a-judge patterns. Triggers: ragas, deepeval, llm-eval, faithfulness, hallucination-check, synthetic-data.

Implements Clix event tracking (Clix.trackEvent) with consistent naming, safe

Measure quality. Descend toward excellence. No binary gates—only vectors.

ONLY when user explicitly types /exe-plan. Never auto-trigger on execute, run, or implement.