Vibe coding itself is not inherently unsafe, but AI-generated code frequently contains security vulnerabilities. Studies from NYU and independent benchmarks show 40-62% of AI-generated code has security flaws. Common issues include missing input validation, exposed API keys in client-side code, broken access control, and SQL injection. You can make vibe coding safe by scanning your application with a security tool after building it.

How do I scan my Cursor or v0 app for security vulnerabilities?

Enter your app's URL into NeuroStrike's scanner, verify domain ownership, and AI agents will simulate a real breach attempt — testing authentication, injection points, exposed secrets, API security, and more. You receive a full report with proof-of-concept exploits and specific code fixes within 15 minutes. No security expertise required.

What vulnerabilities does NeuroStrike find in AI-generated code?

NeuroStrike finds SQL injection (CWE-89), cross-site scripting/XSS (CWE-79), broken authentication (CWE-306), exposed API keys and secrets, server-side request forgery/SSRF (CWE-918), insecure direct object references/IDOR, cross-site request forgery/CSRF, unrestricted file upload (CWE-434), business logic flaws, and CORS misconfigurations. These are the most common vulnerability types found in code generated by Cursor, v0, Bolt.new, and Lovable.

What do I get for $39?

The $39 scan is a full autonomous breach simulation — not a surface-level header check. Multiple AI agents perform reconnaissance, test authentication flows, exploit injection points, discover exposed secrets, chain vulnerabilities into attack paths, and deliver a complete report with proof-of-concept exploits and specific code fixes. The scan typically completes in about 15 minutes.

Will the scan break my app or affect my users?

No. NeuroStrike scans are non-destructive. AI agents test for vulnerabilities without modifying data, crashing services, or impacting performance. We recommend scanning staging environments, but production scans are safe too. All scan data is encrypted at rest with AES-256-GCM and automatically deleted after 30 days.

Do I need security knowledge to use NeuroStrike?

Not at all. Enter your URL, pay, verify domain ownership, and the AI handles everything. The report includes plain-English explanations of each vulnerability, its severity, and specific code fixes you can copy-paste to resolve the issue immediately.

Can I scan apps built with Replit, Lovable, or Bolt.new?

Yes. NeuroStrike works with any publicly accessible web application regardless of which AI tool built it. The scanner is specifically tuned to find vulnerability patterns common in AI-generated code from Cursor, v0, Bolt.new, Lovable, Replit Agent, Windsurf, and any other AI coding assistant.

45% of AI-generated code has security vulnerabilities

Security Scanner for Vibe-Coded Apps

Built with Cursor, v0, Bolt, or Lovable? Our AI agents simulate a full breach — finding SQL injection, broken auth, exposed secrets, and more — then deliver proof-of-concept exploits so you can fix everything before a hacker does.

Cursorv0BoltLovableReplit& any web app

Full breach simulation with proof-of-concept exploits. No subscription.

40-62%of AI-generated code has vulnerabilitiesNYU Research

< 3 minaverage time to first exploit found

25+top CWE categories tested per scan

What Is Vibe Coding Security?

Vibe coding security is the practice of finding and fixing security vulnerabilities in applications built with AI code generators like Cursor, v0, Bolt.new, Lovable, and Replit Agent. Research from NYU and independent benchmarks shows that 40-62% of AI-generated code contains exploitable security flaws — including SQL injection, cross-site scripting, broken authentication, and exposed API keys. A vibe coding security scanner tests these applications the same way a hacker would, finding vulnerabilities before they reach production.

Is Vibe Coding Safe?

Vibe coding is fast and powerful, but AI-generated code frequently ships with security vulnerabilities that traditional code reviews miss. The most common issues in vibe-coded applications include:

Missing input validation — AI rarely adds sanitization, leaving every form field and API endpoint vulnerable to injection attacks
Exposed API keys and secrets — Cursor and v0 frequently hardcode API keys (OpenAI, Stripe, Supabase) in client-side JavaScript
Broken authentication and access control — AI-generated routes often skip authorization checks, exposing admin endpoints to unauthenticated users
SQL injection in AI-generated queries — LLMs generate raw string concatenation instead of parameterized queries
CSRF and SSRF vulnerabilities — AI code rarely implements anti-forgery tokens or validates outbound request targets

You can make vibe coding safe by scanning your application with a security tool after building it. NeuroStrike's AI agents simulate a full breach attempt and deliver proof-of-concept exploits with specific code fixes — so you can ship fast and ship securely.

Why AI-Generated Code Has Security Vulnerabilities

AI code generators like Cursor, v0, Bolt, and Lovable optimize for speed — not security. These are the real vulnerabilities we find in vibe-coded applications every day.

No Input Validation

AI code generators rarely add input sanitization. Every form field, query param, and API body is a potential injection point.

34%of AI-generated forms lack validation

Exposed API Keys

Cursor and v0 love hardcoding API keys in client-side code. One View Source and your OpenAI, Stripe, or Supabase keys are compromised.

28%of AI apps expose secrets in source

Missing Auth Checks

AI-generated routes often skip authorization. Admin endpoints accessible to anyone. Protected data exposed without token verification.

41%of AI apps have broken access control

SQL Injection in AI Queries

LLMs generate raw SQL string concatenation instead of parameterized queries. One malicious input and your entire database is exfiltrated.

23%of AI-generated DB queries are injectable

How to Scan AI-Generated Code for Vulnerabilities

From URL to breach report in 15 minutes to 2 hours. No security expertise required.

Enter Your URL

Paste your app URL. Works with any publicly accessible web application.

Pay Once

One-time scan for $39.99 or subscribe from $49.99/mo. Secure payment via Stripe.

Verify Ownership

Quick domain verification via DNS, meta tag, or file upload. Takes 2 minutes.

Get Your Breach Report

AI agents attack your app autonomously. Receive a full report with proof-of-concept exploits and fix instructions.

Simple, Transparent Pricing

Not a surface-level header check. Autonomous AI agents simulate a real attack on your app — the same way a hacker would.

Full Scan

One-time

$39.99

Full multi-agent attack simulation
OWASP Top 10 + beyond
Auth bypass & session hijacking
SQL injection & XSS exploitation
Exposed secrets & API key detection
Attack chain discovery
Proof-of-concept exploits
Detailed breach report with fixes

Results in ~15 minutes. No subscription.

Best Value

Startup

Monthly

$49.99/mo

Unlimited scans
Automatic monthly rescans
Track fixes between scans
Scan after every deploy
10 targets
Everything in Full Scan
Cancel anytime

Unlimited scans at a fraction of one-time cost.

Enterprise

Custom pricing

Custom

Everything in Startup
On-prem agent deployment
Internal network scanning
Subnet discovery & enumeration
Unlimited scans & targets
Compliance reports (SOC 2, ISO)
Dedicated account manager
SLA guarantee

Common Vulnerabilities in Vibe-Coded Applications

These are the most frequently exploited vulnerability types found in applications built with AI code generators. NeuroStrike tests for all of them.

Vulnerability	CWE	Severity	Common In	How AI Introduces It
SQL Injection	CWE-89	Critical	Cursor, v0, Bolt, Replit	AI generates raw string concatenation instead of parameterized queries
Cross-Site Scripting (XSS)	CWE-79	High	All AI tools	Unsanitized user input rendered directly in HTML output
Broken Authentication	CWE-306	Critical	v0, Bolt, Lovable	Missing auth checks on API routes and admin endpoints
Exposed API Keys	CWE-798	High	Cursor, v0, Bolt	API keys hardcoded in client-side JavaScript or .env committed to git
SSRF	CWE-918	High	Cursor, Replit	Unvalidated URLs in server-side fetch calls allow internal network access
Insecure Direct Object Reference	CWE-639	High	All AI tools	Sequential IDs without ownership checks allow data access across accounts
Unrestricted File Upload	CWE-434	High	v0, Lovable, Bolt	No file type validation allows uploading executable files
CSRF	CWE-352	Medium	All AI tools	State-changing endpoints without anti-forgery tokens

Frequently Asked Questions

Everything you need to know about scanning AI-generated code for security vulnerabilities.

Don't Ship Vulnerable Code

Your AI-built app deserves a real security test — not a header checker. Full breach simulation with proof-of-concept exploits for $39.99.