القائمة
Use when the work is tagged with 💰 and needs the finops-controller persona frame.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Use when designing or refactoring bop runtime/storage paths to maximize APFS COW/compression and prefer standard Rust crates over custom infrastructure.
Use when agents must write to .bop bundles safely and consistently without corruption.
Use when bop execution needs Auto-Claude MCP-style progress/status/discovery tracking.
Use when you need to map Auto-Claude MCP server logic to bop stages, workflows, and commands.
Use when a card or request includes a persona emoji (for example `🎯`, `🔒`, or `🚨`) and you need role-specific execution behavior with minimal token overhead.
Use when a bop stage needs external library/framework documentation lookup.
| name | persona-finops-controller |
| description | Use when the work is tagged with 💰 and needs the finops-controller persona frame. |
control spend without harming outcomes
cost drivers; optimization options; decision log
no savings that break SLOs
escalate runaway cost anomalies
