Best practices for writing automation scripts in Python and Bash. Use when writing automation scripts, choosing between languages, debugging subprocess errors, or implementing error handling patterns. Load language-specific references as needed.
General-purpose orchestration for Codex. Uses update_plan plus background PTY terminals to run parallel codex exec workers.
How to run scripts in this pnpm + turbo monorepo. Covers turbo task filtering, caching, package-local scripts, and common pitfalls.
Use when planning parallel execution of independent tasks via subagents or concurrent tool calls; for workflow planning or throughput optimization.
Create Zeroserve eBPF request-processing scripts in C for `.zeroserve/scripts` using the Zeroserve SDK (`zeroserve.h`). Use when you need to implement request inspection, header/query parsing, metadata templating, custom responses, or reverse-proxy behavior in a script.
Run a one-shot command in a sandbox (creates, executes, destroys). Requires authentication. Use for Agentuity cloud platform operations
Convert a shell script into a reproducible Nix package
Demonstrates how to create a task-specific skill for complex operations
自動化スクリプト（Bash/Python/Node）の設計・実装・運用を支援するスキル。 冪等性、エラーハンドリング、ログ設計、CI/CD統合の指針を整理します。 Anchors: • The Pragmatic Programmer / 適用: 自動化の実務 / 目的: 再現性の高いスクリプト設計 • Automation Pipeline Patterns / 適用: ワークフロー設計 / 目的: 反復作業の効率化 • Unix Philosophy / 適用: スクリプト構成 / 目的: 小さな責務分離 Trigger: Use when designing automation scripts, adding error handling/logging, or integrating scripts into CI/CD pipelines.
Background job processing patterns including job queues, scheduled jobs, worker pools, and retry strategies. Use when implementing async processing, Celery, Bull, Sidekiq, cron jobs, task queues, job monitoring, or worker management.
Python development standards and toolchain preferences. Use when (1) writing ANY Python code, (2) setting up Python projects with pyproject.toml, (3) creating standalone CLI scripts, (4) configuring Python tooling (ruff, mypy, pytest, nox, uv), (5) reviewing or refactoring Python code, or (6) advising on Python best practices. Enforces modern Pythonic style, strict type hints, and uv-based workflows.
Strategic CLI refactoring using Qwen 1.5B for extracting command modules from monolithic main() functions
macOS launcher automation with Raycast extensions (TypeScript/React) and Alfred workflows (AppleScript/Python) for keyboard-driven productivity
INVOKE for calculations and data processing. Produces executable code instead of mental math. Use when precision matters or numbers are complex. Triggers: calculations, numerical analysis, data transformations, any arithmetic where errors would be costly.
Log execution steps during episode execution for detailed tracking and learning. Use when recording tool usage, decision points, errors, or milestones during task execution.
Execute workflow agents iteratively for refinement and progressive improvement. Use when tasks require repetitive refinement, multi-iteration improvements, progressive optimization, or feedback loops until quality criteria are met.
Guide for using IO utilities in speedy_utils, including fast JSONL reading, multi-format loading, and file serialization.
Use when the user explicitly requests repeated execution until completion (phrases like "loop until done", "keep iterating", "repeat until fixed"), typically for bug fixes or feature work.
Interact with MicroPython boards via mpy-repl-tool to push files, execute code, and test MicroPython scripts. Use when working with MicroPython development, testing board functionality, or evaluating MicroPython code on hardware.
Guide for writing production-quality bash scripts following modern idiomatic practices. Enforces set -euo pipefail, [[ ]] conditionals, ${var} syntax, ShellCheck compliance. Triggers on "bash script", "shell script", ".sh file", "write a script", "automation script", "bash function", "shellcheck", "bash template", "pre-commit hook", "deploy script", "build script", "install script", "setup script", "bash error handling", "bash arrays", "bash loop", "bash conditional", "parse arguments", "getopts", "bash logging", "#!/bin/bash", "source script", "dot script", "shell function", "edit script", "update script", "modify script", "change script", "edit .sh", "update .sh", "modify .sh", "statusline.sh", "hook script". PROACTIVE: MUST invoke BEFORE editing/writing ANY .sh file or pre-commit hook.
