Case study

SnipCheck

An AI-powered REST API that analyses code snippets and returns structured feedback — plain-English explanations, bug detection, complexity ratings and refactoring suggestions.

SnipCheck — screenshot

The problem

Language models can explain code, but their free-form answers are hard to use inside other tools: the format changes from one response to the next, and they sometimes return invalid output.

What we built

  • Prompt engineering that asks the Gemini model for a fixed, structured answer: explanation, bugs, complexity and suggestions.
  • Response validation so the API always returns reliable JSON that other software can depend on.
  • A Node.js and Express REST API secured with API-key authentication and rate limiting, with a live web demo.

Built with

Node.jsExpressGemini APIREST

Links

Planning something similar?

Tell us about your idea and we’ll reply within 24–48 hours.

Get in touch