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Probe
The demo is not the security review.
Probe checks AI-built apps from the outside for common deployment mistakes: leaked keys, loose CORS, missing security headers, exposed admin or debug routes, public storage, weak webhook handling, and LLM endpoints that can be abused or run up spend.
Top comment
We built Probe because AI coding tools have made it much easier to get to a working product, but they have not made the deployed app review itself. The recurring pattern is simple: the app loads, Stripe works, Supabase works, the AI feature answers, and the demo feels done. Then the public surface still has exposed keys, loose CORS, public routes, unsigned webhooks, missing headers, or LLM endpoints without obvious controls. Probe is not trying to replace a full security audit. It is the boring second look for founders and small teams who used Cursor, Claude Code, Bolt, Lovable, Replit, Supabase, Stripe, and LLM APIs to move fast. If your app touches auth, payments, files, user data, or paid AI calls, "it works" is not the finish line.
About Probe on Product Hunt
“The demo is not the security review.”
Probe was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #151 on the daily leaderboard. Probe checks AI-built apps from the outside for common deployment mistakes: leaked keys, loose CORS, missing security headers, exposed admin or debug routes, public storage, weak webhook handling, and LLM endpoints that can be abused or run up spend.
On the analytics side, Probe competes within Security — topics that collectively have 2.7k followers on Product Hunt. The dashboard above tracks how Probe performed against the three products that launched closest to it on the same day.
Who hunted Probe?
Probe was hunted by Probe. 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 Probe including community comment highlights and product details, visit the product overview.