| name | automation-language-selection |
| description | Choose between Shell and Python for generated automation code based on task traits. Use when automation language selection guidance is required. |
Purpose
Given a task description and basic characteristics (complexity, data handling, orchestration requirements), suggest Shell vs Python (or hybrid) in a way that is consistent with the governance rule-block and easy for agents to act on.
IO Semantics
Input: Task description, automation requirements, and high-level complexity indicators.
Output: Language selection decision plus a short rationale suitable for logging or plan text.
Side Effects: May cause agents to load skill:language-python or skill:language-shell according to the decision.