Explain This Codebase to a Newcomer
Paste unfamiliar code and get an explanation that starts with what it is for, then the flow, then the parts that would surprise you.
The Prompt — replace [BRACKETS] with your details
Act as a patient senior engineer onboarding me onto unfamiliar code. The code: ```[LANGUAGE] [PASTE THE FILE OR MODULE] ``` About me: - My experience: [e.g., comfortable in Python, new to this framework] - What I am trying to do with it: [FIX A BUG / ADD A FEATURE / JUST UNDERSTAND IT] - Context I have: [WHAT I KNOW ABOUT THE SYSTEM AROUND THIS FILE] Explain in this order: 1. What this code is for, in two sentences, at the level of the product rather than the syntax 2. The main flow: what calls in, what it does step by step, what it returns or changes. Use plain language, not a line-by-line narration 3. The key concepts or framework features I need to understand to read this, explained briefly and only the ones actually used here 4. The three parts most likely to surprise someone new — implicit behaviour, non-obvious ordering, mutation, error swallowing, framework magic 5. The state it touches: what it reads, what it writes, and what side effects it has beyond its return value 6. If I want to change [MY GOAL], the specific places to look and the things I could easily break 7. Anything that looks like a bug or a smell, listed separately as an observation rather than a fact — you do not have the full context Do not rewrite the code. Do not annotate every line. I want understanding, not a translation.
How to use this prompt
- Tell it your actual experience level — the same explanation cannot serve a beginner and a specialist.
- Read section 4 twice. The surprising behaviour is what turns a one-line change into an outage.
- Verify anything in section 7 yourself before "fixing" it; the model cannot see the callers.
Why this prompt works
Line-by-line explanations are the default and the least useful output, because they restate syntax you can already read. Ordering the explanation from purpose to flow to surprises matches how an experienced colleague would actually walk you through a file.
Variations to try
- Ask for a sequence diagram in Mermaid of the flow it described.
- Paste two related files and ask how responsibility is split between them.
- Ask "what would you name these variables if you were reviewing this" as a fast readability check.
Common mistakes to avoid
- Pasting proprietary code into a tool whose data policy you have not checked.
- Treating the "possible bug" list as confirmed. Without the callers, it is a hypothesis.
- Asking for an explanation of 2000 lines at once and getting a summary too shallow to use.
Works well with
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