Navigate a large codebase by tracing real flows, not reading everything
Reduce "where do I start?" paralysis in large systems by generating an executable map: entrypoints, critical paths, ownership, and safe starter changes.
Create a skill called "Codebase Compass". Ask me for: - Repo URL or a pasted directory tree - The top 3 user journeys we care about - The runtime entrypoint(s) (web server, worker, CLI, UI) Produce: - Entrypoints list + "first files to read" - 3 end-to-end flow maps with key functions/modules - Ownership + where logs/traces should appear - 5 "safe starter changes" with estimated effort Output in Markdown with short checklists.
This recipe creates a "compass" for a repo: what runs first, what matters most, and how
requests/data move. It emphasizes hands-on tracing and small changes to build real context.
Keep reviews from becoming the bottleneck
Reduce PR queue time with clear SLAs, review routing, and "what's blocking merge" visibility — without turning review into bureaucracy.
Reduce rework from shifting requirements without waterfalling
Manage requirement volatility with explicit acceptance criteria, change impact notes, and a lightweight change-control loop that works in agile teams.
Fix credit report errors without guesswork
Generate dispute letters, evidence checklists, and follow-up timelines to correct credit report mistakes. Covers bureaus, furnishers, and identity theft.
Stop tax season from becoming a fire drill
A tailored documents list, question set, and recordkeeping system so you file accurately, claim what you're owed, and never scramble at the deadline again.