Generate a structured implementation plan before writing any code. Produces a spec with requirements, data model, API surface, edge cases, and open questions. Use when starting a non-trivial feature, when the user says "plan this out", or before any implementation that touches more than 2 files.

Run a pre-ship checklist against the codebase to catch embarrassing issues before a hackathon deadline or production deploy. Use when the user says "am I ready to ship?", "check before I submit", or "what am I missing?".

Find and remove all debug console.log / print / debugger statements left in the codebase. Use before committing, before a PR review, or when the user says "clean up debug stuff" or "remove all the logs".

Use when working in the Rabbit Hole repository to start Docker services, run the backend and frontend, verify Aerospike and Airbyte wiring, and recover the demo stack quickly before a live demo.

Do a quick UI polish pass on a component or page to make it look more professional. Use when the user says "make this look better", "polish the UI", "it looks ugly", or right before a demo.

Generate a tight, compelling hackathon pitch and live demo script from the current codebase. Use when the user says "help me pitch this", "write my demo script", "what's my elevator pitch", or it's crunch time before a presentation.

Audit the overall code quality, architecture, and maintainability of a project or file and give an honest, unfiltered assessment. Use when the user asks "is this good?", "what do you think of this codebase?", or wants a holistic review before shipping.

Generate a structured mental model of an unfamiliar codebase — entry points, data flow, key abstractions, and gotchas. Use when starting on a new repo, when the user says "explain this codebase", "how does this work", "onboard me", or before making large changes to unfamiliar code.