VibeGuard
Why This is an Opportunity
Vibe coding is exploding but security is an afterthought. Karpathy highlighted the litellm supply chain attack (2.7M views), and Lovable launched pen testing as a feature — proving demand. Every AI-built app ships with the same blind spots. A one-click security scanner for AI-generated code addresses a massive and growing gap between shipping speed and security.
Key Pain Points
- •You shipped a vibe-coded app with API keys hardcoded in three places
- •AI generated your auth flow but skipped CSRF protection
- •You installed a typosquatted package the AI suggested
- •Traditional scanners miss AI-specific vulnerability patterns
Original Discovery
A one-click security scanner built specifically for AI-generated and vibe-coded applications. Scans for OWASP Top 10, leaked API keys, insecure defaults, missing input validation, and supply chain risks from AI-suggested dependencies. Calibrated for the specific mistakes Claude Code, Cursor, and Lovable tend to make.
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