89% of AI-generated code ships with vulnerabilities

Vibe Coding is Dangerous.
Bryxe Makes It Safe.

You ship fast with Cursor, Claude Code, and Bolt. We make sure that speed doesn't come with SQL injections, leaked API keys, and missing auth checks. 350+ security checks in 60 seconds.

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The 6 Biggest Vibe Coding Security Risks

Based on our audit of 10,000 AI-generated repositories across Claude 3.5, GPT-4o, and GitHub Copilot.

Hardcoded Secrets

AI assistants hallucinate API keys, JWT secrets, and database passwords directly into your source code. GPT-4o does this 7x more than Claude.

84 leaked secrets per 5,000 AI-generated repos

Missing Authentication

Vibe-coded Server Actions and API routes frequently ship without auth checks. One missing middleware = full database access for anyone.

42% of AI-generated API routes lack auth

SQL Injection via String Concat

When prompted for 'fast raw SQL', AI assistants fall back to string concatenation instead of parameterized queries. Classic SQLi in modern clothes.

12% revert rate in GPT-4o Node.js output

Missing Row-Level Security

Supabase projects built with vibe coding almost never have proper RLS policies. Any user can read anyone else's data by changing the ID.

67% of vibe-coded Supabase apps lack RLS

SSRF in Server Components

AI-generated fetch() calls in Server Actions blindly request user-supplied URLs. Attackers steal your AWS credentials via metadata endpoints.

+140% SSRF rate in GPT-4o vs Claude

No Input Validation

Vibe-coded forms trust user input completely. No Zod schemas, no sanitization, no type checking. It's an injection buffet.

78% of AI code skips input validation

Works With Every AI Coding Tool

No matter which AI built your code, Bryxe catches the vulnerabilities it left behind.

Cursor

Tab-completion introduces subtle auth bypasses and race conditions in React hooks.

Claude Code

Strongest security baseline, but still ships 1,200+ critical CVEs per 5,000 repos.

GitHub Copilot

Regurgitates vulnerable patterns from its training data. Loves to hardcode secrets.

Bolt.new

Scaffolds full apps in seconds — with zero security configuration or RLS policies.

Windsurf

Great for prototyping, but generated auth flows are consistently bypassable.

Lovable

Builds beautiful UIs fast, but backend security is an afterthought in generated code.

The Secure Vibe Coding Checklist

Run automated SAST before every merge
Scan for hardcoded secrets with entropy analysis
Verify auth middleware on every API route
Audit Supabase RLS policies on all tables
Validate all inputs with Zod or similar
Check Server Actions for SSRF vulnerabilities
Map findings to compliance frameworks (NIS2, DORA)
Review AI-generated cryptographic implementations

Bryxe automates every single item on this list.

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Frequently Asked Questions

What is vibe coding?+
Vibe coding is the practice of building applications by describing what you want to an AI assistant (like Cursor, Claude Code, or Bolt.new) and letting it generate the code. It's fast, intuitive, and increasingly popular — but the generated code often ships with critical security vulnerabilities that traditional scanners miss.
Is vibe coding safe for production?+
Not without automated security scanning. Our benchmark of 10,000 AI-generated repositories found that AI assistants introduce an average of 15–20 critical vulnerabilities per quarter for a team of 50 developers. With proper DevSecOps tooling like Bryxe, vibe coding becomes safe by catching and fixing these issues before they reach production.
Which AI coding tool is the safest?+
Claude 3.5 Sonnet consistently produces the safest code out of the box, with 26.5% fewer critical vulnerabilities than GPT-4o in our benchmarks. However, even Claude generates 1,200+ critical CVEs per 5,000 repos. No AI tool is safe without automated scanning.
How does Bryxe scan vibe-coded projects?+
Bryxe takes your GitHub repo URL, clones it, and runs 350+ security checks in under 60 seconds. It understands modern stacks (Next.js App Router, Supabase RLS, Server Actions) and maps every finding to OWASP categories and EU compliance frameworks. No configuration needed.
Does Bryxe work with Cursor, Bolt, and Windsurf projects?+
Yes. Bryxe is stack-agnostic. Whether you built your app with Cursor, Bolt.new, Windsurf, Lovable, or Claude Code, Bryxe scans the resulting codebase the same way. It detects vulnerabilities regardless of which AI generated them.

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