Pre-launch · Q3 2026

Your AI shipped
a vulnerability,
not a feature.

VibeCheck is the security scanner built for the Cursor, Lovable, Claude Code & Bolt generation. Paste your code. Get an exploit-path report in 30 seconds — including the fix.

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What you'll see in your scan
  • · 5-layer security coverage matrix
  • · CRITICAL / HIGH / MEDIUM / LOW severities
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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™ — 30s report·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™ — 30s report·OWASP Top-10 coverage·

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

0.0%
of AI-generated apps have critical vulnerabilities
Escape.tech Q1 2026
0.0×
more security bugs vs hand-written code
Georgia Tech SSLab
0%
of AI-authored PRs introduce new security debt
CodeRabbit 470-PR study
0s
average VibeScan™ report time
VibeCheck internal

Three moves. One report.

01
Paste or connect

Drop in a file, paste a snippet, or hook up a GitHub repo. We chunk anything over 30k chars and keep context across files.

02
The Engine runs

VibeScan™ — a proprietary detection prompt — walks your code through five layers of AI-specific failure modes that Snyk and Semgrep skip.

03
Report in 30s

Severity, exploit path, evidence, fix. Every finding is shareable, every fix is one PR away. Ship_ready: false until critical findings clear.

An AI-generated checkout endpoint.
Three real vulnerabilities.

142 lines of the kind of code Cursor and Copilot ship every day. Findings, severity triage, coverage matrix, exploit paths, and ready-to-merge fixes — real output 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 } — victim's email is sent to Stripe, victim's card is charged.

Fix

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

Legacy scanners were built for human-written code.
They miss what AI ships.

Capability
VibeCheck
Others
AI-generated code awareness
Context-aware vulnerability detection
Exploit-path generation
Ready-to-merge fix PRs
AI model security (prompt injection)
5-layer coverage matrix
OWASP Top-10 detection
Dependency CVE scanning
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Sub-60s report time

What we've heard back
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Caught an IDOR Snyk had been quiet about for six months. Twelve seconds.
Lead engineer · Series A fintech
Our entire stack is Cursor-generated. VibeCheck is the first scanner that knows that.
CTO · YC W26 batch
The exploit paths read like our threat model, not a tool dump.
Application security · public SaaS

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