Copilot, Cursor, Claude Code, Lovable, and Bolt all introduce the same repeatable vulnerability patterns. VibeScan catches them before they reach production.
Real patterns we've seen in production apps built with AI tools
Hardcoded secrets
All AI tools
Missing auth checks
Lovable, Bolt
SQL injection
Copilot, Cursor
Overpermissive CORS
All AI tools
Exposed env vars
All AI tools
No input validation
All AI tools
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AST parsing + regex across 41 AI-specific vulnerability rules
Risk score, severity breakdown, and AI-powered fix suggestions
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