What problem does it solve?
This Skill helps reviewers catch subtle Spring Data JPA issues that compile cleanly but fail at runtime, including broken transaction boundaries, ineffective repository queries, and entity design mistakes.
Core Features & Use Cases
- Reviews transactional behavior for private methods, self-invocation, propagation choices, and read-only optimization.
- Audits repository methods and JPQL or native queries for missing modifying annotations and missing transaction boundaries.
- Checks entity design for equals and hashCode pitfalls, fetch strategy choices, cascade usage, and repository annotation patterns.
- Use it when reviewing a Spring Boot service that uses JPA repositories and you need a focused correctness pass before merging.
Quick Start
Ask the skill to review your Spring Boot 3.x Spring Data JPA code for transactional correctness, query mutations, entity equality, and fetch strategy problems.