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Opviva Research

The State of Vibe-Coded App Security

The Opviva agent continuously talks to and scans real apps built with AI coding tools, proving each exploit before it counts a finding — then we aggregate what it found, anonymized and never tied to any one app. These numbers update on their own as the sample grows. We publish a statistic only once it's backed by real, proven data; nothing here is invented.

The agent is still building the dataset

We publish numbers only once the agent has analyzed at least 25 apps — no made-up statistics, ever. 2 analyzed so far. Check back soon.

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