This is the orchestrator for model customization workflows in Claude Code. It asks clarifying questions to understand what you're trying to do, then generates a structured plan that chains together the right skills in the right order. The key insight is the workflow choice gate: it won't let you skip past deciding between evaluate-first and direct fine-tuning, because most people don't know evaluate-first is an option. Once you approve a plan, it executes each task by loading the relevant skill and updating a PLAN.md file as it goes. It's opinionated about keeping plans short and surfacing constraints early, like flagging region limitations when you pick a Nova model. Always activates alongside other customization skills, even for narrow asks like reviewing data formats.
npx -y skills add awslabs/agent-plugins --skill planning --agent claude-codeInstalls into .claude/skills of the current project.
Select a file.
metabase/metabase
github/awesome-copilot
UKGovernmentBEIS/inspect_evals
addyosmani/agent-skills