Refactor and add concise, human-first comments to code while keeping architecture in design docs. Use when asked to comment code, add/clean up comments, write docstrings, improve code readability, or strip bloated/academic/outdated comments — for a file, a diff, or a specific code block.
Roll out a change to the Firestore KG store or the deployed MCP server and verify it — import/export a whole graph, edit a subject profile or guide through the live curator loop, deploy new server code, or repair a namespace. Use whenever importing/exporting a KG, changing a profile/guide, coordinating a data or code…
Write and refactor code so a human reviewer grasps it on the first read — descriptive names, one idea per line, small readable functions. Applies whenever writing or editing code; also use when asked to make code more readable, reviewable, or human-friendly, or to clean up terse/dense code.