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Product Hunt
6/10

ShipSafe

A pre-launch reviewer that crawls your AI-built web app and tells you in plain English whether it is safe to share with real users.

Target user

Solo founders and indie makers about to publicly launch an AI-coded app

Features
  • Drop in your deployed URL and get a one-page plain-English safety report — exposed env vars, auth gaps, broken signup flows, and hard-coded test data
  • Anomaly checks for agent-introduced mistakes like debug routes left on, missing rate limits, unfreezed E2B or Code Interpreter sandboxes
  • Billing-risk scanner that flags surprises like unprotected GitHub Actions, paid cloud databases, or autoscale-on defaults you never asked for
  • A printable beta-ready summary you can share with advisors, co-founders, or beta users before going wider
Why now

Trending AgentLoop on Product Hunt frames 'fresh Codex worker and critic every cycle' as a developer affordance; the same critic-loop pattern is exactly the missing consumer-facing safety layer for the fast-growing wave of vibe coders and solo founders pushing AI-generated apps live without review.

Signals · overall 6/10
Demand
8/10

Multiple authoritative sources confirm surging risk: Veracode found 45% of AI-generated code samples introduce OWASP Top 10 vulns; 91.5% of vibe-coded apps have vulnerabilities; Quittr hit $1M revenue with publicly readable Firebase DB; SecurityWeek documented 434 exploitable flaws in AI-generated apps.Vibe Coding's Security Debt: The AI-Generated CVE SurgeVibe-Coded Apps Riddled With Exploitable Security Flaws

Whitespace
2/10

Direct name-collision competitor 'ShipSafe' (ship-safe.co) already markets the exact same pitch — 'The tool that built yours can't grade its own work. ShipSafe verifies it independently and proves what's exposed, in plain English.' Plus VibeSafe (vibesafe.store, 24 checks, $19-$49), Vibe App Scanner, VibeCheck, Aikido, ChakraView, amihackable.dev, vibecodesecure, CheckVibe — at least 8 incumbents.ShipSafe pricing pageVibeSafe — security audit for vibe-coded apps

Monetization
5/10

Proven pricing exists ($19 post-launch, $39 pre-launch, $49 bundle, $39/mo continuous, $299-$399 pentest) but indie-maker willingness-to-pay caps well below $100 for one-time checks; need volume.VibeSafe pricingShipSafe pricing page

Longevity
7/10

Vibe-coding volume is still growing and vuln patterns keep evolving (Veracode 2025→2026 pass-rates flat), so the safety-layer need persists, though incumbents like Vercel/Lovable may eventually bundle pre-launch scanning natively.Vibe Coding's Security Debt: The AI-Generated CVE SurgeWiz Research Finds Risks in 20% of Vibe-Coded Apps

Feasibility
6/10

Buildable with off-the-shelf open-source components (trufflehog, semgrep, OWASP rulesets, HIBP, ssl checks) as VibeSafe demonstrates; main effort is orchestration UX + plain-English report generation + ongoing rule maintenance.VibeSafe — security audit for vibe-coded apps

AgentLoopProduct Hunt · 2026-07-23 (1d ago)