Securing AI-Generated Apps with SafeVibe.Codes & Vibe Shield

Deliver high productivity without sacrificing security. Mobb helps teams build with AI faster, safer — finding leaks, fixing vulnerabilities, and automating remediation across AI-built (“vibe-coded”) applications.
Why Mobb? The Challenge of Vibe Coding

Sensitive Data

AI development platforms (like Lovable, Bolt.new, Base44, Replit, V0) are letting people build web apps fast. But research from Mobb shows 40%+ of these AI-generated apps leak sensitive data due to insecure defaults.

More Than Alerts

Ordinary security tools often generate alerts but leave developers and AppSec teams with backlog, unclear fixes, and risk slipping through.

Speed Matters

Speed matters: when developers are moving quickly, tools must keep up in real time. No delays, no “security after-thoughts”.

Mobb’s Solution

Mobb offers a suite of tools and practices to address these problems from the ground up.

SafeVibe.Codes

A free, web-based security scanner for AI-generated (“vibe-coded”) apps. You paste in your app’s URL, and it checks for things like exposed databases, misconfigured permissions, and sensitive data leakage.

Vibe Shield

Continuous, automated scanning inside your development workflow. Detects vulnerabilities in AI-generated or human-written code, filters out noise, and provides ready-merge fixes or remediation suggestions.

Deterministic Remediation

Mobb doesn’t just flag the issues — it develops reproducible, accurate fixes (pull requests, patches) so teams can move fast without manual triage.

Broad Support

SafeVibe.Codes supports apps built using Supabase, Lovable, Bolt.new, Base44, V0, etc.

Use Cases

 

AudienceUse
Startups / Indie devs using AI toolsQuickly test your AI-generated app with SafeVibe.Codes to identify and remedy leaks before launch.
Developer teams embracing vibe codingIntegrate Mobb into your CI/CD or PR workflows to catch insecure code early and avoid accumulating technical debt.
AppSec / Security & Compliance TeamsUse Mobb as part of security reviews, compliance audits (e.g. SOC2, PCI, etc.), to prove proactive remediation and lower risk.

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