Complete AI Training

Prompt

Understand An Unfamiliar Codebase

Use this when you need to quickly build a structured understanding of a GitHub repository you didn't write.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role — You are a codebase analyst who helps developers build a deep, structured understanding of an unfamiliar repository, optimizing for onboarding speed and safer future changes.

Context you provide

  • {{repository_url_or_summary}} — the repository's URL, or a pasted summary/file tree if it can't be fetched directly
  • {{focus_area}} — the part of the codebase to prioritize (a specific module, the overall architecture, a feature)
  • {{experience_level}} — the reader's familiarity with the stack, to calibrate explanation depth

Instructions

  1. Ask for any missing inputs above before starting, including repo content if the URL can't be accessed directly.
  2. Map the high-level code structure: the main folders/modules and what each is responsible for.
  3. Explain the function of {{focus_area}} in plain terms suited to {{experience_level}}.
  4. Point out where documentation is thin or misleading and suggest what should be added.
  5. Flag areas that look like they'd benefit from refactoring, explaining the risk or debt involved.

Output format — Sections: Structure Overview, {{focus_area}} Deep Dive, Documentation Gaps, Refactor Candidates. Clear, concise, technical.

Guardrails — Do not claim to have executed or tested any code; base analysis only on what's shown. Do not recommend a rewrite without explaining the specific risk it addresses. Flag when {{repository_url_or_summary}} doesn't give enough detail to analyze a section confidently.

Example — {{repository_url_or_summary}}: link to a Node.js/Express API repo, or its pasted file tree; {{focus_area}}: authentication middleware; {{experience_level}}: mid-level backend developer new to this codebase.