CinderZhang/driver-plugin

evolve

Use when all sections are complete - improves the workflow, refines the artifact, extracts patterns, and generates the final driver-plan/ export package

implement-data

Use when a Python project needs realistic sample data — generates CSV files, Pydantic models, and a data loader module for any financial domain (equities, FX, futures, options, crypto, fixed income, etc.). For React projects, generates data.json and…

validate

Use to cross-check implementation against known answers, reasonableness, edge cases, and AI-specific risks - evidence before claims

using-driver

Use at session start for any product development work - establishes Cognition Mate relationship and DRIVER workflow

help

DRIVER overview, available skills, and philosophy explanation

reflect

Use after /evolve to capture learnings - especially tech stack lessons and what didn't work

implement-screen

Use when ready to build a section - builds and runs code, showing results immediately (show don't tell)

init

Initialize a new DRIVER project with the expected directory structure

represent-datamodel

Use after /define to establish the core entities (nouns) of your system - names, descriptions, and relationships only, not database schemas. Optional for simple quant tools.

represent-roadmap

Use after /define to break the product into 3-5 buildable sections - plans what to build on top of existing foundations

represent-shell

Use when building a React web app that needs navigation design - sidebar, top nav, or minimal header. Skip entirely for Streamlit or Dash apps which handle navigation natively.

represent-tokens

Use when building a web app that needs custom colors and typography - picks from Tailwind palette and Google Fonts. Skip entirely for quant tools using Streamlit or Dash.

status

Show current DRIVER project status and suggest next steps

define

Use when starting any new project - establishes vision through 开题调研 (integrated discover & define with parallel research)

represent-section

Use to define what a section needs to do before building - optional for quant tools where show-don't-tell is preferred

research

Use anytime you need to research what exists - libraries, approaches, references - lightweight 分头研究 at any stage