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Advanced · 3–4 weeks

AI Code Review Assistant for Pull Requests

GitHub webhook triggers review on PR open. Send diff + team coding standards (via RAG) to LLM. Post inline comments with severity tags. Rate limit and cost tracking per repo.

Why this project

Developer productivity AI is hot. Shows integration, guardrails, and practical LLM use.

Tech stack

Java 17Spring Boot 3GitHub Webhooks APISpring AIPostgreSQLRedis

Skills demonstrated

  • Webhook integration
  • LLM prompt design
  • Cost control
  • Developer tooling

Interview talking points

  • Handling large PRs
  • Reducing false positives
  • Cost per review tracking
  • Team adoption challenges

Problem statement

GitHub webhook triggers review on PR open. Send diff + team coding standards (via RAG) to LLM. Post inline comments with severity tags. Rate limit and cost tracking per repo.