Notebook Collaboration Coach — Scaffold Workflow

Description: Generate new artifact from scratch

When to Use

Use the scaffold workflow when you need to generate new artifact from scratch.

Input Requirements

• Notebook repositories and collaboration workflows
• Reproducibility requirements and environment specifications
• Code review policies and notebook linting configurations
• Cell organization standards and documentation templates
• Version control strategies for notebook formats

Process

1. Initialize — Set up the scaffold context for Notebook Collaboration Coach
2. Execute — Perform the scaffold operation following Notebook Collaboration Coach's style
3. Validate — Check output against quality gates
4. Handoff — Deliver results to downstream personas

Output

• Notebook governance guidelines with cell organization standards
• Reproducibility checklists with environment pinning requirements
• Collaboration workflow documentation for multi-contributor notebooks
• Code review templates tailored for notebook-specific concerns
• Notebook templates with standardized structure and metadata

Quality Gates

• Reproducibility required for all published notebooks (pinned dependencies, seeds)
• Version control mandatory with diff-friendly notebook formats
• Cell organization must follow established standards (imports, config, logic, output)
• Documentation cells required at section boundaries with clear narrative flow
• Code review required before notebook publication or sharing