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Prbl
AI Wrote The Code. We Found What It Missed.
Prbl finds what AI coding tools miss. Security scanner built for vibe-coded repos. Over 2000 projects scanned.
Hey Product Hunt, I'm Kennedy the founder of Get Prbl.
This started as research, not a product. I kept noticing the same security bugs in apps built with Cursor, Copilot, and Claude. Like, hardcoded API keys, disabled TLS and missing auth on generated routes. So I scanned nearly 2,000 real AI-built apps to see how common it actually was. It was 1 in 8, and the rate was basically identical no matter which tool wrote the code.
Prbl is the scanner I built to catch exactly those patterns. It's narrow on purpose: general tools like Semgrep are great but noisy out of the box (in one test, 23 of 24 high-severity alerts were false positives). Prbl only looks for the classes AI tools actually introduce, so the list is short enough to act on.
Paste any public GitHub repo and get the file, line, and fix in a few seconds for free: getprbl.com/scan
I'd genuinely love your feedback, especially on the false-positive rate. That's the thing I care most about getting right. And happy to answer anything about the research or how it works.
About Prbl on Product Hunt
“AI Wrote The Code. We Found What It Missed. ”
Prbl was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #134 on the daily leaderboard. Prbl finds what AI coding tools miss. Security scanner built for vibe-coded repos. Over 2000 projects scanned.
On the analytics side, Prbl competes within Developer Tools, GitHub and Security — topics that collectively have 561.6k followers on Product Hunt. The dashboard above tracks how Prbl performed against the three products that launched closest to it on the same day.
Who hunted Prbl?
Prbl was hunted by kennedy wright. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Prbl including community comment highlights and product details, visit the product overview.
kennedy wright