Execute any dependency-requiring task inside ephemeral containers (podman/docker) with automatic cleanup. Use for Python scripts (pip packages), SQLite/DuckDB local DB, PostgreSQL/MySQL connections, or any tool requiring system packages. Container is pulled, used, and removed — nothing stays on host. Do NOT use for…
Create new skills, modify and improve existing skills, and validate skill structure. Use when users want to create a skill from scratch, update or optimize an existing skill, restructure SKILL.md for better triggering, or add scripts/references/assets. Do NOT use for general coding tasks, when the user just wants to…
Summarize or extract text from URLs, local files, YouTube videos, and podcasts using the summarize CLI. Use when the user asks to summarize a link, article, video, or document. Supports multiple output lengths and models. Do NOT use for web search (use web-search) or for content the agent can read directly.
Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output. Use when the task needs an interactive TTY: Python REPLs, long-running processes, or orchestrating multiple agents in parallel. Requires tmux on PATH (macOS/Linux, WSL on Windows). Do NOT use for simple non-interactive…
Get current weather conditions and forecasts for any location using Open-Meteo API with KMA (Korea Meteorological Administration) data. No API key required. High-resolution 1.5km model for Korea. Use when the user asks about weather, temperature, rain, snow, humidity, wind, or forecasts. Do NOT use for historical…
AI development loop — orchestrator distributes tasks to headless workers, independent auditor verifies, structural enforcement auto-blocks downstream on upstream failure. Full-cycle validated with 10-scenario test harness.
Headless worker for quorum — receives task + context, implements code, runs tests, submits evidence to watch file, handles audit corrections. Use when the orchestrator needs to delegate a coding task to a worker agent.
Read-only RTM generator — reads all track work-breakdowns, verifies each requirement against the actual codebase using deterministic tools, and produces 3 Requirements Traceability Matrices (Forward, Backward, Bidirectional). Use when the orchestrator needs to establish or update the RTM before distributing work.
Find UI issues that code-level analysis (scout, codemap, dependencygraph) cannot detect. Launches a real browser to check rendering, visual states, interactions, a11y, and runtime errors. Use after FE implementation to catch issues invisible to static analysis.