python-package-copier

Roll a template change out to every stateful-y package generated from python-package-copier, one agent per repo in parallel. Use when a template release must reach the fleet, when auditing all generated projects for a shared defect, or when applying a docs/config convention everywhere. Covers the seven repos and what differs between them, the copier update hazards that destroy local content silently, the per-repo invariants, and the verification discipline that stops a green result from being meaningless.

Backport changes from a GitHub commit in a project generated by the python-package-copier Copier template into the template source files and tests. Use when given a GitHub commit URL from a generated repo and asked to incorporate those changes into the template. Covers fetching the commit diff, mapping generated files back to template sources, converting literal values to Jinja variables, updating template files, and generating or updating tests.

Write or rework marimo example notebooks following Diataxis principles. Use when asked to create, edit, or rework interactive notebook examples that serve as tutorial or how-to companions to documentation pages. Triggers on "write a notebook example", "rework notebook", "example notebook", "interactive example", "marimo example", "tutorial notebook", "how-to notebook".

Generate and structure information-oriented reference documentation for Python packages following Diátaxis principles. Use when asked to write API reference docs, CLI reference, configuration reference, error code reference, or any documentation that provides austere technical description of the machinery. Triggers on "write reference docs", "API documentation", "document the API", "CLI reference", "configuration reference", "error reference", "describe the interface".