Use cases · Vibe coding

Vibe coding

Code review buddy

Review a pull request for bugs, security issues, and unclear code before merging.

How to set it up

  1. Paste the diff or link the pull request.
  2. Ask it to look for bugs, security problems, and confusing code, in that order.
  3. Treat its notes as suggestions and test before merging.

Copy-paste starter prompt

Works in ChatGPT, Claude, Grok, or any agent tool. Replace the parts in brackets.

Review this diff. List real problems only, most serious first: bugs, security issues (secrets, injection, auth), then unclear code. For each, quote the line and say why it matters. Skip style nitpicks.

Keep a human in the loop

An AI review is a second pair of eyes, not a replacement for running the tests.

Who it is for

People in the Vibe coding niche who want one job handled by an AI agent without building a platform from scratch.

See the related kit

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