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91.5% of AI-generated apps ship with critical bugs·Snyk and Semgrep miss exploit context·4.7× more vulnerabilities than human-written code·VibeScan: up to 10 files·OWASP Top-10 coverage·91.5% of AI-generated apps ship with critical bugs·Snyk and Semgrep miss exploit context·4.7× more vulnerabilities than human-written code·VibeScan: up to 10 files·OWASP Top-10 coverage·

The tools that ship our code doubled in a year.
The tools that check our code did not.

91.5%
of AI-generated apps have critical vulnerabilities
Source: Escape.tech Q1 2026
4.7×
more security bugs vs hand-written code
Source: Georgia Tech SSLab
68%
of AI-authored PRs introduce new security debt
Source: CodeRabbit 470-PR study
5
security layers covered in every VibeScan report
Source: VibeCheck product

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An AI-generated checkout endpoint.
Three real vulnerabilities.

142 lines of the kind of code vibe-coding tools ship every day. Findings, severity triage, coverage matrix, exploit paths, and fix recommendations from the VibeScan Engine.

vibecheck / scan
Needs fixesscan complete · 31s · 142 LOC · 3 findings
62
Typical AI-generated app
Three blocking issues. Authorization is missing. Any logged-in user can buy as anyone.
Coverage matrix · 5 layers
L1
Authentication
PARTIAL
User present but not verified against session
L2
Authorization
MISSING
userId taken from request body, no ownership check
L3
Input Validation
PARTIAL
JSON parsed, no schema validation
L4
Secrets & Config
PRESENT
Stripe key server-only
L5
Output & Injection
PARTIAL
Referer-based redirect URL
Source · 1 of 1
// app/api/checkout/route.tsimport { stripe } from '@/lib/stripe';import { supabase } from '@/lib/supabase'; export async function POST(req: Request) {  const { priceId, userId } = await req.json();   const { data: user } = await supabase    .from('users')    .select('*')    .eq('id', userId)    .single();   const session = await stripe.checkout.sessions.create({    line_items: [{ price: priceId, quantity: 1 }],    mode: 'subscription',    customer_email: user.email,    success_url: `${req.headers.get('referer')}?ok=true`,    metadata: { userId },  });   return Response.json({ url: session.url });}
Findings · 3

userId is taken directly from the request body, never compared to the authenticated session user.

const { priceId, userId } = await req.json();
const { data: user } = await supabase
  .from('users').select('*').eq('id', userId).single();
Exploit path

1. Attacker signs up. 2. Captures any other user's id. 3. POSTs { priceId, userId: victimId }. The victim's email is sent to Stripe and the victim's card is charged.

Fix

Drop userId from body. Read from session: const { data: { user } } = await supabase.auth.getUser();

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Exploit-path generation
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Fix recommendations
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AI model security (prompt injection)
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5-layer coverage matrix
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OWASP Top-10 detection
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