offensive-techniques/vibe-audit-technique/SKILL.md
White-box auditing methodology for AI-generated ('vibe-coded') applications from Lovable, Bolt.new, v0, Cursor, Replit Agent, and Claude Code. Focuses on modern stack misconfigurations (Supabase, Firebase, Next.js, Vercel, Expo).
npx skillsauth add aeondave/malskill vibe-audit-techniqueInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Goal: Identify critical, high-frequency security omissions in modern web/mobile stacks (Next.js, Firebase, Supabase, Vite, Expo) that are typically generated by AI coding assistants (Lovable, Bolt.new, v0, Cursor, Replit Agent, Claude Code).
.cursor/, mcp.json, .bolt/).offensive-techniques/source-review-technique/SKILL.md. This skill supplies the vibe-code sink catalogue; that skill supplies the AI-assisted data-flow discipline.AI code generators frequently scaffold databases without strict Row-Level Security (RLS). This is the canonical vibe-code failure — see CVE-2025-48757 (Lovable + Supabase, mass RLS-off exposure across hundreds of live apps).
public schema tables in Supabase)?USING (true) or USING (auth.uid() IS NOT NULL) for convenience?references/database-security.md. If ORM (Prisma/Drizzle) or raw SQL is layered on top, also load references/data-access.md.AI often pushes server-side secrets to the client to quickly bypass CORS or backend proxy errors.
NEXT_PUBLIC_, VITE_, or EXPO_PUBLIC_.references/secrets-and-env.md and references/ai-integration.md.In Next.js, Server Actions are hidden API endpoints. They must be authenticated individually.
references/authentication.md.AI assistants build features, not defenses.
references/rate-limiting.md and references/payments.md.Expo/React Native apps generated by AI ship with embedded secrets and insecure storage. Vercel/Netlify preview and prod configs are often mixed.
EXPO_PUBLIC_* referencing a secret key; use of AsyncStorage for tokens; deep links used for auth..git/ exposed in prod; permissive CORS.references/mobile.md for the bundle surface, references/deployment.md for the hosting surface.NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY is not a vulnerability (it is meant to be public). A leaked STRIPE_SECRET_KEY is critical. Verify before reporting.development
Auth/lab ref: Unicorn Engine CPU-only emulation for shellcode, decryptors, custom VM handlers, instruction tracing, memory hooks, and register-level experiments.
development
Auth/lab ref: Renode board and SoC simulation for MCU/RTOS firmware, UART/GPIO/peripheral modeling, GDB remote debugging, REPL platforms, and RESC scripts.
development
Auth/lab ref: Qiling OS-layer binary emulation for PE/ELF/Mach-O/UEFI/shellcode with rootfs, syscall/API hooks, filesystem mapping, and runtime patching.
databases
Auth/lab ref: QEMU user-mode and full-system emulation for cross-arch binaries, firmware, kernels, disks, serial consoles, networking, and GDB stubs.