Essential command-line tools and system utilities.
Browser automation with Playwright for testing and validation. Use when user asks to test a page, verify UI, take screenshots, check responsive design, fill forms, or validate web functionality. Writes and executes custom automation scripts.
Delegate complex tasks to Codex with structured prompts, tmux sessions, and logging utilities.
CLI scripts/programs (python, js, bash, go, etc.) following modern best practices. Use when: (1) Creating new CLI tools, (2) Reviewing CLI UX/DX, (3) Implementing help/errors/output, (4) Adding flags/args/subcommands, (5) Ensuring robustness and future-proofing.
Execute implementation plans autonomously using subagent-driven development. Use when implementing plans, running plan phases, or executing tasks from dependency graphs.
Generate Azure DevOps CLI commands for automation and scripting. Use when automating Azure DevOps operations via CLI.
Expert guidance on writing robust, maintainable shell scripts. Covers Bash and Zsh scripting, best practices, error handling, security, modern command-line tools (ripgrep, fd, fzf, jq, yq), automation, and production deployment patterns.
Bash/Shell scripting standards including shellcheck, shfmt, and bats testing. Use when working with shell scripts (.sh, .bash).
Build professional Python CLIs with modern UX patterns using pyfiglet (ASCII banners), typer (commands), questionary (interactions), and rich (formatting). Use when creating command-line tools, automation scripts with user interaction, data processing pipelines with CLI interfaces, or upgrading existing Python scripts to professional CLIs. Ideal for ETL workflows, GIS tools, data analysis utilities, and civic tech projects requiring reproducible, scriptable interfaces.
Monitor system health, detect errors, implement recovery procedures, restart failed processes, maintain audit logs. Use for system health checks, error recovery, process monitoring, or when user mentions "system status", "errors", "logs".
Helps write and improve Buildkite pipeline configurations. Use when creating new pipelines, modifying existing ones, or optimizing pipeline structure.
Browser automation, debugging, and performance analysis using Puppeteer CLI scripts. Use for automating browsers, taking screenshots, analyzing performance, monitoring network traffic, web scraping, form automation, and JavaScript debugging.
Use when user provides workflow syntax with arrows (-> || ~>), says "run workflow", "execute workflow", "run this", mentions step1 -> step2 patterns. Executes orchestration workflows with real-time visualization, steering, and error recovery.
Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when user needs to navigate websites, interact with web pages, fill forms, take screenshots, or extract information.
Coordinator playbook for running multi‑repo, multi‑VM work in parallel without relying on humans copy/pasting long checklists.
Manages autonomous iterative development loops that repeat until completion. Use when asked to loop, iterate, keep going until done, work autonomously, run overnight, or continue until a condition is met. Supports checkpointing, cost tracking, and safety limits.
Create an interactive sandbox for multiple executions. Requires authentication. Use for Agentuity cloud platform operations
Manage tasks and dependencies with Tracer CLI. Use for issue tracking, dependency management, finding ready work, and AI agent workflows.
Grep/wc replacement for .runs artifacts. Use for: count, extract, Machine Summary, receipt reading, marker counts. Null-safe counting (REQ/NFR/QID/RSK markers), YAML block parsing, BDD scenario counting. Deterministic read-only - no judgment. Use when cleanup agents need mechanical counts/extraction. Invoke via bash .claude/scripts/demoswarm.sh.
Generate Jenkins pipeline files (Jenkinsfile) with declarative or scripted syntax. Triggers on "create jenkinsfile", "generate jenkins pipeline", "jenkins ci config", "jenkins build pipeline".
TOON workflow orchestration engine for coordinating ADB automation scripts across phases with error recovery
Production-grade defensive Bash scripting for server automation, monitoring, and DevOps tasks. Emphasizes safety, error handling, idempotency, and logging.
Project organization expert - analyzes folder state, detects redundancy, moves files to proper locations, consolidates duplicate content, appends to accumulator files, removes obsolete content, and generates detailed operation reports. Maintains project structure integrity.
