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For Cursor users

Prbl for Cursor users

Cursor is built to make you fast. Prbl is built to catch what speed skips — the security patterns Cursor (and every AI coding tool) reproduces across unrelated codebases.

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If you’re building with Cursor, you already know it’s good at producing working code quickly. What it doesn’t do is reason about security unless you explicitly ask — and most people don’t, because the feature works and shipping feels done.

What Cursor tends to miss

  • Hardcoded credentials in migration files and seed scripts
  • SQL/NoSQL injection from string-concatenated queries in fast-written auth code
  • Missing authentication on newly scaffolded CRUD routes
  • BOLA — auth checks that confirm login but not ownership
  • Fallback secrets in config files generated during setup

Wondering if your code has any of this? Scan a public repo free, no account needed.

Scan a repo →

How Prbl fits into a Cursor workflow

Paste your repo URL for a free scan, or wire Prbl into your GitHub Action so every PR — including the ones Cursor wrote most of — gets checked automatically before merge. Findings link directly to the file and line, the same way Cursor’s own diff view does, so fixing them fits the workflow you’re already in.

The honest pitch

Prbl doesn’t replace reviewing Cursor’s output. It catches the specific, repeatable mistakes that reviewing for “does this work” tends to miss — because those mistakes still compile, still pass the obvious tests, and still look like clean code.

Prbl scans the AI-generated parts of your codebase for exactly the kinds of issues above.

Find what AI missed — free
Prbl for Cursor Users — Security Scanning for AI-Generated Code