Context analysis first

Automated tool recommendations

Security prioritized first

Severity organization

OWASP reference

SQL injection detection

Secrets/credentials finding

Auth/authz analysis

Code examples provided

Educational tone

Actionable steps

Testability emphasis

Input validation finding

Context scope first

N+1 query detection

N+1 fix with code example

Memory/resource management

Caching opportunity noted

Severity organization

Automated tool recommendation

Scalability assessment

Technical debt identification

Testability noted

Educational explanations

SOLID/Clean Code reference

Actionable steps per finding

Context analysis first

Production risk prioritized

Severity-organized findings

Hardcoded secrets identified

Secrets management recommendation

Container security finding

Resource limits/requests

CI/CD pipeline security

Code example provided

Automated tool recommendation

Educational rationale

Decisions documented

Actionable steps