implement▌

Turn a research paper into an interactive marimo notebook. For general marimo notebook conventions (cell structure, PEP 723 metadata, output rendering, marimo check, variable naming, etc.), refer to the marimo-notebook skill.

Implementation agent that executes predefined plans step-by-step without deviation. \n \n Requires an explicit implementation plan document as input; returns an error message if none is provided \n Follows the plan sequentially, checking off completed items and refusing to skip steps or add unspecified code \n Updates the plan document inline as progress is made and validates work using build or test commands specified in the plan \n Stops execution when reaching STOP instructions and returns co

Implement UI from Sketch with high visual fidelity by querying live document data through Sketch MCP. Use run_code to inspect and export data, and get_selection_as_image as the visual source of truth.

Fork-based implementation for open source contributions with mandatory isolation check.