Use when asked to review, check or diagnose Spring Boot code: a pull request, diff, module or file before it merges; a slow endpoint or query (N+1, unbounded reads, JPA and Hibernate performance); security, JSpecify null-safety, architecture boundaries or Boot 4 migration risks in existing code; or whether the tests would catch real bugs, proving each finding by running it. Not for Kotlin-only code, non-Spring frameworks, or generic review advice without code context.
98%
Does it follow best practices?
Impact
97%
1.15x2 of 3 eval scenarios. Add 1 more for a full score.
Passed
No findings from the security scan
Scanned
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