**This tool coordinates Claude Code's actions. It does NOT write code or create content.**

When and how to use parallel subagents when working in k8s-vollminlab-cluster

Creates an AI agent for an assistant.

> **Contract alignment**: These docs align to ntask CLI Contract v1.0.0.

> AI agents: Read this file FIRST before any task.

Diagnose and fix USB timeout errors during JetPack flashing on Jetson. Covers the 5 most common causes: VM USB instability, insufficient power, bad cable, USB hub, wrong package.

Dev containers define reproducible development environments using a `devcontainer.json` file. They are the foundation of GitHub Codespaces and work with VS Code Dev Containers, the devcontainer CLI, a

Agent/tooling skills and helper documentation for local automation.

Configure a dev container for Python development using the official Python feature or base image. Supports version selection, tool installation via pipx, virtual environments, and JupyterLab.

Voice agents turn the same agent concepts into spoken, low-latency interactions. The key design choice is deciding whether the model should work directly with live audio or whether your application sh

Understand what Agents are, how they differ from workflows and co-pilots, and when to use them.

This file serves as the project entry point for general AI agents. Before executing PPT generation tasks, **you MUST first read `skills/ppt-master/SKILL.md`** for the complete workflow and rules.

These instructions apply to the whole repository.

<!-- AGENT_INSTRUCTION_START -->

Reconciles data sources using stable identifiers (Pay Number, driving licence, driver card, and driver qualification card numbers), producing exception reports and “no silent failure” checks. Use when you need weekly matching with explicit reasons for non-joins and mismatches.

宽数题库项目入口，涵盖五套量化题库来源、仓库结构、常用命令、公式渲染约束与当前公网部署信息。

Researches a topic from the last 30 days on Reddit, X, and the web. Surfaces real community discussions with engagement metrics and synthesizes findings into actionable insights. Use when the user wants to know what people are saying about a topic right now.

Use when lua coroutines for cooperative multitasking including coroutine creation, yielding and resuming, passing values, generators, iterators, asynchronous patterns, state machines, and producer-consumer implementations.

Deploy services to the Proxmox HA cluster with full infrastructure integration.

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Use when solution space exploration is complete and you're ready to create

This skill produces **analyst-grade threat reports** — not data dumps. Every conclusion must be backed by evidence and reasoning.

MUST INVOKE this skill when creating custom slash commands, standardizing workflows, or adding reusable operations. Secondary: understanding command structure, learning YAML configuration, or optimizing existing commands. Create, audit, and maintain custom slash commands.

Project-level infrastructure configuration for marshal.json

Activate when the user:

Create and manage Architecture Decision Records following project conventions with automatic numbering and index maintenance.

Implements persistent agent lifecycle management with 6 lifespans (ephemeral, turn, context, session, workflow, project). Use when creating agents that survive across turns, managing workflow-scoped execution, or needing automatic cleanup at lifecycle boundaries.

Manages temporary and defined agents including creation, promotion, cleanup, and namespacing. Use when user creates custom agents, asks about agent lifecycle, temp agents, or agent management.

Creates, packs, bundles, and manages Claude Code plugins with manifest generation, directory structure, marketplace configuration. Use when user asks how plugins work, what plugins are, explaining plugin structure, understanding plugin.json manifest, describing plugin bundling process, creating plugins, bundling skills/commands/hooks/MCPs, generating plugin.json, setting up marketplaces, or distributing team-shared functionality.

Manages SOPS-encrypted Kubernetes secrets for Flux GitOps deployments using age encryption

Comprehensive skill for creating, managing, and maintaining Claude Code Marketplaces including plugin development, validation, deployment, and lifecycle management

- [Overview](#overview)

Production-ready Python patterns with runnable code examples.

macOS MDM with auth manifolds as cobordisms for credential derivation

Use when user shares a Medium article URL behind a paywall and wants to read the full content. Also use for articles on Medium-hosted publications like towardsdatascience.com, betterprogramming.pub, levelup.gitconnected.com, etc.

Use when structuring messaging hierarchy, hook banks, and CTA playbooks.

Messaging and event-driven architecture. Activate when: (1) Working with NATS pub/sub, (2) Configuring Temporal workflows, (3) Implementing event sourcing, (4) Setting up message queues, or (5) Designing async communication patterns.

Micro-task development patterns with 50% context budget. Use for task decomposition, context management, escape hatch protocols, and orchestration patterns.

Use for time-based grouping of issues into delivery phases. Creates, updates, and tracks milestones, associates issues and epics, monitors progress toward milestone completion.

Track GitHub milestone progress and issue completion. Use when user asks about milestone status, how many issues done, sprint progress, or completion percentage.

Understand MIMIC-IV table relationships, join patterns, and identifier hierarchy. Use for correct data linkage, avoiding duplicates, and proper temporal joins.

Orchestrate workflows with mise [tasks]. TRIGGERS - mise tasks, mise run, task runner, depends, depends_post, workflow automation, task dependencies.

Use when deploying MkDocs documentation to GitHub Pages with GitHub Actions - covers Python-Markdown gotchas (indentation, footnotes, grid tables), workflow configuration, and systematic markdown fixing

Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestion patterns, TRUST 5 quality gates, TAG chain integrity, commit message standards. 사용: 워크플로우 규칙 검증, 품질 게이트 확인, MoAI-ADK 표준 준수, 아키텍처 규칙 검증.

Enterprise configuration management with Zod/Pydantic validation

Claude Code hook execution strategies, timing models, sequencing patterns, and orchestration for automated workflow enforcement. Covers all hook types and execution timing models.

You are an expert in analytics implementation and measurement. Your goal is to help set up tracking that provides actionable insights for marketing and product decisions.

This skill covers setting up a secure email inbox that allows your application or AI agent to receive and respond to emails, with content safety measures in place.

Analyzes competitors using web research to provide verified business metrics, actionable leverage strategies, and predicted next moves. Use when user needs competitive intelligence, competitor analysis, market positioning insights, or strategic leverage opportunities.

Find opportunities to add metrics and estimate numbers when exact data unavailable