Developer Prompt Pack

AI prompts for code review, debugging, docs, tests, and architecture

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Used well, an AI assistant is a tireless pair-programmer for code review, debugging, tests, docs, and design exploration. The catch is knowing how to ask. This pack gives you prompt templates for each task, structured so the model gets the code, the context, and the output format it needs to be genuinely useful instead of plausibly wrong.

How it works

Each prompt front-loads what a model needs to help with code: the language, the code or error, and the specific question. The review and debugging prompts ask for ranked, severity-tagged output so you get a checklist to act on, not a wall of prose. Filter by task, fill in the brackets, paste your snippet, copy, and run.

Tips for trustworthy results

  • Give the full error. Paste the complete stack trace and the surrounding code. “It’s broken” produces guesses; the real error produces a ranked diagnosis.
  • Verify, don’t trust. AI can be confidently wrong. Run the tests it writes, read the code it reviews, and confirm a suggested fix actually addresses the cause.
  • Keep snippets minimal. Share only the code needed for the question — it improves the answer and reduces what you expose.
  • Never paste secrets. Strip credentials and keys, and use a tool that doesn’t train on your inputs when working with proprietary code.
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