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VibeShield vs Unfix

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

VibeShield compared with Unfix
DetailVibeShield logo VibeShieldUnfix logo Unfix
What it doesSecurity scanner for AI-built websites Independent verification for bug fixes in C, C++ and firmware
StageNot given MVP
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Not given
PricingBasic: Free. Pro: $19 USD/month. Business: $39 USD/month. Not given
Key features
  • Live URL security scan for vibe-coded apps
  • Supabase Row Level Security checks
  • Exposed API key and secret detection
  • WCAG accessibility audit with axe-core
  • SEO and AEO technical readiness checks
  • Bundle size and unused code analysis
  • Lab performance measurements (LCP, CLS, FCP, TTFB)
  • GitHub source and Gitleaks secret detection
  • AI fix prompts for Lovable, Bolt, Cursor, Claude
  • Weekly and daily scheduled monitoring
  • Reproduces bugs deterministically on base version before applying fix
  • Verifies fix removal confirms bug returns
  • Scans diffs for masking patterns like disabled sanitizers and weakened tests
  • Runs on real hardware via STM32 NUCLEO boards and ST-Link
  • Integrates with AI coding agents as MCP tool
  • Posts verdicts as GitHub pull request comments
  • Provides per-test verdicts: FIXED, BROKEN, FLAKY ON THE BENCH, FLAKY WORSE
  • Runs entirely on your machines with no cloud dependency
  • Generates reports for change records and regulatory compliance
  • Runs builds and tests in Linux container on your machine
What makes it different
  • Built specifically for AI-coded apps from Lovable, Bolt, v0, Cursor and Replit
  • Evidence-based findings with severity, CWE/OWASP references and fix guidance
  • Copy-paste AI fix prompts ready for your coding tool
  • Real browser testing with Playwright and axe-core, not static analysis
  • Scans public URLs without domain verification or credentials
  • Only verification tool that reverses the fix to prove tests actually catch the bug
  • Deterministic verdict with no AI language model in decision logic
  • Tests on real hardware boards, not just laptops
  • Detects masking techniques that hide bugs while passing tests
  • Validated public benchmark showing 4 VERIFIED and 6 REJECTED on real open-source bugs
Community votes00
DR (Domain Rating by Ahrefs)1 +1 (up) since last checkNot checked yet no change since last check
Trust Flow (Majestic)20
Citation Flow (Majestic)140
Referring domains (Majestic)10

3 details filled in for both companies.

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