The Agent Skills Directory

[COMMAND_EXECUTION]: The skill utilizes Python's subprocess module in _cli/cli/orchestrator/agent_caller.py and _cli/cli/dependencies.py to execute the claude CLI and pip. This mechanism is part of the core functionality for managing sub-agents and ensuring required libraries are present.
[COMMAND_EXECUTION]: Shell scripts such as _shared/tools/hooks/install-hooks.sh and _shared/tools/workflow-init.sh manage the local environment and register lifecycle hooks in the agent's configuration file (~/.claude/settings.json).
[EXTERNAL_DOWNLOADS]: The dependencies.py script automatically attempts to install well-known Python packages (typer, rich, pydantic, PyYAML) from PyPI if they are missing. The dependency-utils.sh script handles system packages like jq and openssl via standard package managers (e.g., brew, apt-get).
[COMMAND_EXECUTION]: The skill includes several verification and validation scripts (e.g., _shared/tools/tdd-validator.sh, _shared/tools/dag-validator.py) that run local commands and tests to ensure code quality and maintain workflow integrity.

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