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A pragmatic comparison of how VibeSec fits alongside other scanners.
Category
VibeSec
Common alternatives
Default workflow
Local-first CLI
Often platform-first
Framework awareness
Rule packs per framework
Varies; can be generic
Safety model
Never executes repo code
Varies by tool
CI output
SARIF / HTML / JSON / CLI
Usually SARIF or JSON
Most teams run more than one tool. VibeSec is designed to be the fast, framework-aware layer that catches high-signal issues early.