Coding prompts

Code generation, debugging, review, SQL, architecture, and documentation AI prompts for developers - ready for ChatGPT, Claude, Gemini, and Cursor.

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ChatGPT + 3 more

Get a systematic diagnosis of a bug: likely cause, minimal fix, and the test that proves it.

ChatGPT, Claude, Cursor

Review code for correctness, security, performance and readability with severity-ranked findings.

ChatGPT + 3 more

Understand inherited code fast: what it does, why, its dependencies and where it breaks.

ChatGPT, Claude, Cursor

Get a clean REST design with resources, status codes, validation, pagination and error shapes - tailored to your language and framework.

ChatGPT + 3 more

Turn a reporting question into correct SQL, then optimise it with indexes and an execution plan review.

ChatGPT, Claude, Cursor

Produce tests that cover real behaviour and edge cases instead of trivially asserting implementation details.

ChatGPT, Claude, Cursor

Restructure messy code in small, verifiable steps without changing observable behaviour.