If you searched for "Vibe Eval" and landed here wondering about multimodal AI benchmarks, you're in the wrong place. VibeEval (vibe-eval.com) is an AI-powered security scanner for web applications—not a benchmark suite for evaluating language models. This article clarifies the difference.
Quick Summary
- VibeEval (this site): Security vulnerability scanner for apps built with Lovable, Bolt, Cursor, and other AI coding tools
- Reka Vibe-Eval: Open benchmark suite for measuring multimodal language model performance
What is VibeEval Security Scanner?
VibeEval is a security testing platform designed specifically for web applications built using AI coding assistants like Lovable, Bolt.new, Cursor, v0, and Claude Code.
Our platform:
- Scans your deployed web app for security vulnerabilities (XSS, SQL injection, API exposure, etc.)
- Uses AI agents to simulate real user behavior and attack patterns
- Detects Supabase RLS policy gaps, exposed secrets, and insecure configurations
- Provides actionable remediation guidance
- Integrates with MCP (Model Context Protocol) for automated self-healing security
In short: VibeEval helps you ship your AI-coded app with confidence by catching security holes before hackers do.
What is Reka AI's Vibe-Eval?
Reka AI's "Vibe-Eval" is a completely different product—an open benchmark suite for evaluating multimodal language models. It measures how well AI models handle tasks involving text, images, audio, and video.
Reka's benchmark is aimed at AI researchers and developers building foundation models. It has nothing to do with application security testing.
Side-by-Side Comparison
| VibeEval Security (this site) | Reka Vibe-Eval | |
|---|---|---|
| Purpose | Security vulnerability scanning | Multimodal LLM benchmarking |
| Target Users | Developers, startups, agencies building web apps | AI researchers, model developers |
| What It Tests | Web applications for security flaws | AI models for multimodal capabilities |
| Output | Security reports with remediation steps | Model performance scores |
| Website | vibe-eval.com | reka.ai |
Looking for Something Else?
- For multimodal AI benchmarks: Visit Reka AI's Vibe-Eval
- For security testing your web app: You're in the right place. Start a free scan
Why This Matters for Search
Both products use similar names, which can cause confusion in search results. If you're building an app with AI coding tools and need security testing, VibeEval Security Scanner at vibe-eval.com is the product you want. If you're researching AI model capabilities, Reka's benchmark is what you're looking for.
We hope this clears things up. Now you can find exactly what you need.