Your AI just wrote a vulnerability.

Cursor and Windsurf ship code fast. So do the exploits hidden inside it. Tuora watches every file they touch and stops the bad stuff before it reaches production.

See what it catches ↓

Terminal - tuora watch

$ tuora watch

[14:32:05] ./src/lib/db.ts

+ 0 new - 0 fixed Health: 100/100

[14:32:07] ./api/client.ts

+ NEW BZ-HYG-01 [CRITICAL] [CONFIRMED] hardcoded-api-key ./api/client.ts:14

API key assigned as a string literal. This value will be included in compiled output and is trivially extractable from any build artifact or public repo.

Fix: Move the value to an environment variable and access it via process.env.OPENAI_API_KEY or a secrets manager at runtime.

Refs: OWASP ASI03 · CWE-798 · OWASP A07:2021

+ 1 new - 0 fixed Health: 0/100

Watching 23 files...

AI-exposed secrets

Vibe code exploits

45% of AI code ships flawed — see the data

The vibe coding tradeoff

Ship features fast. Don't ship the exploits with them.

The evidence. Scroll through it.

Features Exploits Tuora

Simulated values for illustration purposes

MVP

Your first commit is already compromised.

25% of startups in Y Combinator's W25 batch ship products with 95% AI-generated codebases. 1 Veracode's testing of 100+ AI models found 45% of all AI-generated code samples introduce top-10 security vulnerabilities — with 86% failing cross-site scripting defenses and 88% vulnerable to log poisoning attacks. 2

45% of AI code introduces top-10 security flaws

1 CodeRabbit, "State of AI vs Human Code Generation", 2025 2 Veracode LLM Security Study, 2025

Product/Market Fit

Velocity masks architectural rot.

AI-assisted developers commit code at 3-4× the rate of their peers, but dangerous flaws spike: privilege escalation paths rise 322%, architectural design flaws jump 153%. 1 Meanwhile, 80% of developers falsely believe AI generates more secure code than humans — a confidence that suppresses critical review. 2

322% spike in privilege escalation paths

1 Cloud Security Alliance, "Vibe Coding's Security Debt", 2026 2 Veracode LLM Security Study, 2025

Scale

The exploit count scales. The review process doesn't.

AI-attributed security vulnerabilities exploded from 6 in January 2026 to 35 in March 2026 — a 6× surge in 60 days. 1 At enterprise scale, monthly security findings balloon from ~1,000 to 10,000+. 2 Georgia Tech estimates the true count at 400-700 cases, with private codebases uncounted. 1

10,000+ new security findings/month at scale

1 Georgia Tech Vibe Security Radar, March 2026 2 Apiiro Enterprise Research, September 2025

With Tuora

Catch it before it ships. Not after.

Teams that catch flaws early reduce critical security debt by 75%. Tuora runs locally — your code never leaves your machine — and watches every file the moment your AI writes it. When something dangerous appears, it stops it. No dashboard to check. No PR to review. The work stays uninterrupted; the exploit doesn't make it out.

−75% critical security debt with early interception

Features Exploits Tuora

MVP

Your first commit is already compromised.

45% of AI code introduces top-10 security flaws

1 CodeRabbit, "State of AI vs Human Code Generation", 2025 2 Veracode LLM Security Study, 2025

Product/Market Fit

Velocity masks architectural rot.

322% spike in privilege escalation paths

1 Cloud Security Alliance, "Vibe Coding's Security Debt", 2026 2 Veracode LLM Security Study, 2025

Scale

The exploit count scales. The review process doesn't.

10,000+ new security findings/month at scale

1 Georgia Tech Vibe Security Radar, March 2026 2 Apiiro Enterprise Research, September 2025

With Tuora

Catch it before it ships. Not after.

−75% critical security debt with early interception

This is what your AI left in the codebase.

Real patterns. Real consequences. Watch Tuora intercept each one.

terminal — tuora watch

// app/api/generate/route.ts
import { OpenAI } from 'openai';
import { OpenAIStream } from 'ai';
 
const openai = new OpenAI({
  apiKey: 'sk-proj-a3f9b2c1d8e7f6a5b4c3'
});
 
export async function POST(req: Request) {
  const { prompt } = await req.json();
  const response = await openai.chat.completions.create({
    model: 'gpt-4o',
    messages: [{ role: 'user', content: prompt }],
    stream: true,
  });
  return new Response(OpenAIStream(response));
}

Security

Your API key ships to the browser.

AI tools inline secrets into client bundles without hesitation. One build and your OpenAI key, Stripe secret, or database URL is publicly extractable — baked into the JavaScript anyone can read.

$ tuora watch ./app/api/generate/route.ts

terminal — tuora watch

// app/api/generate/route.ts
import { OpenAI } from 'openai';
import { OpenAIStream } from 'ai';
 
const openai = new OpenAI({
  apiKey: 'sk-proj-a3f9b2c1d8e7f6a5b4c3'
});
 
export async function POST(req: Request) {
  const { prompt } = await req.json();
  const response = await openai.chat.completions.create({
    model: 'gpt-4o',
    messages: [{ role: 'user', content: prompt }],
    stream: true,
  });
  return new Response(OpenAIStream(response));
}

Performance

Infinite re-render burns your quota.

A missing dependency array is invisible until production. The hook fires on every render, fetches on every render, sets state on every render — burning through your API quota while your dashboard flatlines and your bill climbs.

$ tuora watch ./components/Pricing.tsx

terminal — tuora watch

// app/api/generate/route.ts
import { OpenAI } from 'openai';
import { OpenAIStream } from 'ai';
 
const openai = new OpenAI({
  apiKey: 'sk-proj-a3f9b2c1d8e7f6a5b4c3'
});
 
export async function POST(req: Request) {
  const { prompt } = await req.json();
  const response = await openai.chat.completions.create({
    model: 'gpt-4o',
    messages: [{ role: 'user', content: prompt }],
    stream: true,
  });
  return new Response(OpenAIStream(response));
}

Injection

NoSQL injection in your API route.

Prototyping fast means AI skips sanitization. User input flows directly into your query — and your database responds to whoever asks the right way. Same old SQL injection, new syntax, still fully exploitable.

$ tuora watch ./app/api/users/route.ts

Ship AI code without the anxiety

Hobby is free — always. Pro is in development. Join the waitlist to get notified first.

Hobby

Free during alpha · Always

For vibe-coders shipping AI-generated projects

Free scans included
Catch AI-generated vulnerabilities
Budget protection rules
Zero data upload
Team API key management
Shared security policies
Early access to new rules
Slack/webhook alerts
Priority support

Pro

Coming Soon

TBD

per seat / mo · pricing set at launch

For developers shipping seriously and teams who move fast.

Unlimited scans
Catch AI-generated vulnerabilities
Budget protection rules
Zero data upload
Team API key management
Shared security policies
Early access to new rules
Slack/webhook alerts
Priority support

Common questions

Got questions?

01 Does Tuora upload my code anywhere?: No. The analysis engine runs entirely in a local WASM sandbox on your machine. Your source files, secrets, and logic never leave your environment — not even for telemetry.
02 Does it work with any AI tool, or only Cursor and Windsurf?: It works with any file your AI tool writes. Tuora watches the filesystem, not the editor — so it works with Cursor, Windsurf, ChatGPT, Claude, Copilot, or anything else that touches your project directory.
03 Will it false-positive constantly?: Rules are pattern-specific and conservative by design. Tuora flags what is demonstrably dangerous — hardcoded secrets, exploitable injection paths, structural loop failures — not stylistic choices or imperfect-but-safe code.
04 Is it really free? What's the catch?: Hobby is free, always. No time limit, no credit card required. Pro is in development — the Hobby tier stays free regardless of what Pro launches at. We're in alpha and want developers using it.
05 How does it watch my files? Do I need to keep a terminal open?: Run tuora watch in your project directory. It monitors file changes in the background as you code — one terminal tab, no other setup required.

A different kind of security tool

Built to stay out of your way.

A security tool that slows you down has already failed. Tuora is built around that single conviction — watching silently, acting precisely, and never asking more of you than it has to.

Zero interruptions

Tuora watches in the background and surfaces only when something is wrong. No alerts to dismiss. No gates to pass. It speaks when it matters — and only then.

Keeps pace with AI

AI tools don't wait for you to catch up — your security layer shouldn't either. Tuora is built for the pace of vibe-coded products, not the pace of quarterly security audits.

Not a gatekeeper

Not a nag. Not a blocker. A quiet layer underneath the work that catches what moves too fast to review — so you can keep moving.