Safest AI App Builder / category

Backend and Auth

The databases and auth layers vibe-coded apps sit on. Misconfigured row-level security and exposed keys in these services account for a large share of real-world incidents.

Clerk

not yet scanned

Drop-in authentication and user management for React and Next.js, with prebuilt components for sign-in, sessions, and organizations. Popular in AI-generated codebases because it removes the hand-rolled auth that scanners most often flag as broken.

Best for
Next.js apps that want production auth without building it
Category
Backend and Auth
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Firebase

not yet scanned

Google's app platform with Firestore, Realtime Database, auth, and hosting. A long-standing target of misconfiguration research: security rules left in test mode expose entire databases, the same failure class Supabase RLS misconfiguration produces in newer stacks.

Best for
Mobile-first and Google-ecosystem apps
Category
Backend and Auth
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Neon

not yet scanned

Serverless Postgres with branching and scale-to-zero, increasingly the default database on Vercel and inside AI builder stacks. Plain Postgres semantics mean no client-exposed API by default, which removes one failure mode Supabase-style stacks have to configure away.

Best for
Serverless Postgres for Vercel and Next.js apps
Category
Backend and Auth
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Supabase

not yet scanned

Open-source Postgres backend with auth, storage, and auto-generated APIs. The default database behind Lovable and much of the vibe-coding ecosystem. Its row-level security model is powerful but off by default on new tables, which is the single most common root cause behind publicly readable data in shipped vibe-coded apps.

Best for
Postgres-backed apps that need auth and instant APIs
Category
Backend and Auth
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