5,600 vibe-coded apps scanned
More than 2,000 vulnerabilities and more than 400 exposed secrets found across vibe-coded apps.
Finding
The known server key patterns did not appear in the files checked. Publishable and browser keys are expected there and are ignored.
Good to know · About ten minutes
Agents copy configuration. When a service issues a public key and a secret one that look alike, the wrong one ends up in a client file, and the app keeps working perfectly, which is the problem. A scan of 5,600 vibe-coded apps found more than 400 exposed secrets this way.
The known server key patterns did not appear in the files checked. Publishable and browser keys are expected there and are ignored.
assets/index-4f2a.js contains a key beginning sb_secret_
Every finding on a result carries a line like this one: the request that was made and the answer that came back. You can run the same request yourself and get the same answer, which is the point.
Nothing to change here.
Prompt for your coding agent
Keep server side keys out of client code.
A result gives you this prompt written for your builder, in its own dialect, and a batch prompt that carries every fix at once.
More than 2,000 vulnerabilities and more than 400 exposed secrets found across vibe-coded apps.
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Last updated September 20, 2026