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🔍 THREAT DETECTION

What AI gets wrong

The most common vulnerabilities in AI-generated code

db.query("SELECT * FROM users
WHERE id = " + req.params.id);
res.send(user);
SQL Injection
Unparameterized DB queries. A direct path for attackers to read, modify, or delete your entire database.
> scanning...
Hardcoded Secrets
Plaintext credentials in source. AI often 'vibe-ships' real API keys that anyone can find in your repo.
Document Object Model
<div>
Welcome, User
</div>
XSS Attacks
Unsanitized DOM rendering. Allows malicious scripts to hijack your UI and compromise your users.
🔄 THE LOOP

AI broke it. AI fixes it.

Four steps to secure your vibe-coded app

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Paste your repo
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We scan for vulns
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Get fix prompts
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Paste into your AI
VIBESHIELD_CONSOLE_v1.0
CRITICAL
src/api/auth.ts
Potential Command Injection
exec('ls ' + req.query.path);
AI Fix Prompt
"Sanitize the 'path' argument using a whitelist or use fs.readdirSync instead of shell execution to prevent command injection."
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