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VIBEEVAL VS MOBB

Mobb (mobb.ai) takes SAST scanner output (Snyk, Checkmarx, etc.) and generates safe code patches. VibeEval is a scanner that runs your live app and ships fix prompts straight to Cursor.

TL;DR: Mobb is the auto-fix layer on top of your existing AppSec stack. VibeEval is the AppSec stack for vibe coders. If you already have Snyk + need fixes, Mobb fits. If you have nothing and need both, VibeEval is the simpler answer.
MOBB
ENTERPRISE
Custom
Sits on top of SAST output · auto-remediation

Where Mobb Wins

  • Reduces SAST triage time by auto-generating safe patches
  • Filters out false positives so devs see only real, fixable issues
  • Pre-commit hook integration to block insecure changes
  • Works with major SAST tools out of the box

Where Mobb Falls Short for Vibe Coders

NOT A SCANNER

Mobb does not find bugs. It fixes findings from your existing scanner. You still need that scanner.

STATIC-ONLY UPSTREAM

Built around SAST. The runtime bugs that take down vibe-coded apps are not visible to upstream tools.

ENTERPRISE-PRICED

Sales-led pricing. Wrong shape for solo founders without an existing AppSec stack.

NO LIVE PROOF

Fixes patterns. Cannot confirm the fix actually closes the exploit on the deployed app.

Feature Comparison

Feature Mobb VibeEval
Scanner included No (requires SAST) Yes
Auto-PR fixes Yes Via Cursor
DAST (live app) No Yes
Authenticated scanning No Yes
IDOR / cross-user No Yes
Supabase RLS live probe No Yes
Re-test after fix No Yes
Starting price Custom $19/mo

When to Pick Mobb

  • You already have Snyk / Checkmarx / GitHub Advanced Security
  • Your AppSec team needs faster triage
  • You want auto-PR remediation without changing scanners

When to Pick VibeEval

  • You don’t have an existing AppSec stack
  • You need both detection and fix prompts in one tool
  • Your stack uses Supabase or Firebase
  • You want to verify the live app, not just patch SAST findings

COMMON QUESTIONS

01
Does Mobb scan my app?
No. Mobb requires SAST output from another tool (Snyk, Checkmarx, GitHub Advanced Security). It generates the fix; the upstream scanner finds the bug. VibeEval does both layers in one tool.
Q&A
02
What if I already have Snyk?
Mobb is a reasonable add-on that shortens triage. But Snyk + Mobb together still don't run your deployed app. VibeEval covers the runtime layer they both miss.
Q&A
03
Auto-PR fixes — both tools?
Mobb opens PRs with auto-generated patches. VibeEval generates fix prompts you paste into Cursor / Claude Code, which then opens the PR. Different mechanism, same outcome.
Q&A

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