Vibe coding vulnerability scanner for AI-generated code
45% of AI-generated code ships with security vulnerabilities. Our scanner detects OWASP Top 10 flaws, injection risks, hardcoded secrets, and insecure dependencies in vibe-coded projects — in under 60 seconds.
What the vulnerability scanner catches
AI code generators (Cursor, Copilot, Claude) produce functional code fast — but they don't prioritize security. Our scanner is built specifically for the patterns AI gets wrong.
Injection vulnerabilities
SQL injection, XSS, command injection, and path traversal — the classic flaws that AI code generators reproduce from training data without sanitization.
Hardcoded secrets
API keys, database passwords, JWT secrets, and tokens that AI assistants embed directly in source code. We detect them before they reach your repo.
Insecure dependencies
AI often suggests outdated or vulnerable packages. We scan your dependency tree against known CVE databases and flag packages with active vulnerabilities.
Why AI-generated code needs specialized scanning
AI reproduces insecure patterns from training data
LLMs learned from millions of Stack Overflow answers, blog posts, and GitHub repos — many containing insecure code. AI doesn't distinguish secure from insecure; it predicts the most likely next token.
Vibe coders may not recognize the risks
63% of vibe coders are non-developers (founders, PMs, marketers). They can build working apps fast but lack the security training to spot vulnerabilities in generated code.
Traditional SAST tools miss AI-specific patterns
Tools like Snyk and SonarQube were built for human-written code. AI code has distinct vulnerability patterns — like confident but incorrect security implementations that pass basic static analysis.
Speed matters in the vibe coding workflow
Vibe coding produces code in minutes. If security scanning takes hours, it gets skipped. Our scanner runs in under 60 seconds to fit into the fast iteration cycle. Also see our AI generated code checker for broader quality analysis.
Scan your vibe-coded project for vulnerabilities
Submit your repo URL and get a security scan in under 60 seconds. No setup, no signup required for your first scan.
Get a Free ScanPart of the AI Vyuh portfolio. Also see: AI Agent Security · AI FinOps