offensive-techniques/vibe-audit-technique/SKILL.md
White-box auditing methodology for AI-generated ('vibe-coded') applications. Focuses on modern stack misconfigurations (Supabase, Next.js, Vercel).
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 stacks (Next.js, Firebase, Supabase, VITE) that are typically generated by AI coding assistants.
AI code generators frequently scaffold databases without strict Row-Level Security (RLS).
USING (true) for convenience?references/database-security.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.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
Hybrid AI/Deterministic SAST methodology for discovering zero-day vulnerabilities in source code. Orchestrates structural search with AI-driven data flow and sink validation.
development
Auth assessment: hardware/embedded methodology; UART/JTAG/SWD/SPI/I2C, firmware extraction, boot/debug paths, embedded OS evidence.
devops
Container methodology: Identifying containerization limits, Docker/K8s misconfigurations, and executing escapes to the host node.
development
CI/CD supply chain methodology: identifying poisoned pipelines, unsafe GitHub Actions, and extracting build secrets.