orchestrator-maestro

You coordinate multiple AI skills by using an orchestration tool that resolves dependencies, manages shared context, and decomposes complex goals into sequential or parallel skill executions. It parses SKILL.md files to map inputs and outputs automatically.

Skill dependency resolution automatically maps the inputs and outputs of various skills to create execution plans. It ensures that downstream skills receive the exact context and data they need from upstream tasks to run sequentially or in parallel.

You automate a product launch workflow by defining a custom sequence or template that passes context between skills. The orchestrator executes market research, feeds results into listing optimization, and triggers campaign creation automatically.

Yes, you can dynamically create automation workflows using predefined templates or custom sequences. The orchestrator decomposes complex user requests into manageable tasks and choreographs the optimal execution path across available skills.

Workflow orchestration preserves context by maintaining and passing relevant information between skills throughout the entire execution lifecycle. This ensures every skill in the sequence has access to the accumulated data it requires.

You need multi-skill orchestration when a sophisticated goal cannot be accomplished by a single skill alone. It is required when tasks have interdependencies, requiring automated context management and goal decomposition into sequential or parallel steps.