What code context should I share?
Include the smallest reproducible example, expected behaviour, actual error, runtime, and relevant dependency versions.
Prmpter / category
AI prompts for coding & tech
These prompts are strongest when you include the relevant code, error, environment, and constraints. Ask for assumptions and test cases, not just a confident answer. These prompts are built for explaining code, debugging, implementation planning, and technical reviews.
7 prompts in this collection
Write a helpful bug report
Make the issue easier for someone else to fix.
Explain unfamiliar code
A guided first read of code that feels opaque.
Sketch a clean API endpoint
Think through the contract before you write the code.
Review a pull request
A second set of eyes before merge.
Write a safe SQL query
Get to a useful query without skipping the safety bits.
Draft a lightweight tech spec
Make the next build conversation more concrete.
Plan a safe refactor
Improve the code without losing the plot.
Practical guidance
Common questions
How do I use AI safely with code?
Remove secrets and personal data, review every change, and run tests or security checks before merging.