Scan vs fix: why a security report isn't enough for a vibe-coded app
Most security tools end at a report: here are your problems, good luck. For a security engineer, that's enough. For a founder who built an app with AI and can't read a stack trace, the report is where everything stalls — and an exposed key doesn't wait for you to learn. The gap between knowing and fixing is the whole game.
A report assumes you can act on it
To close a finding from a scan you have to understand the risk, write the correct fix, and not break anything else. That's three skills a non-developer doesn't have, on a clock, for something that's already live. 'Here's a prompt to paste back into your AI builder' isn't a fix — it's homework with no answer key.
What auto-fix actually means
Auto-fix means the agent writes the change for you — and proves it's needed before it touches anything. Opviva reasons about your code, reproduces the exploit to confirm it's real, and opens a pull request that moves the secret server-side, adds Row-Level Security, or sets the missing header, written to match your codebase. Small, safe fixes auto-merge; anything with real blast radius opens as a reviewable PR and waits for your one-click approval. Nothing risky merges behind your back.
Security is a moving target
You ship again next week. New code, new dependencies, new endpoints — new holes. A one-time scan is a photo of a moving thing. Real protection is continuous: an agent that keeps watching after launch, re-scans on change, watches for newly disclosed dependency vulnerabilities, monitors uptime, and fixes what appears. That's maintenance, not a checkup.
Fewer false alarms, more trust
Before Opviva surfaces or fixes a finding, it proves the finding first — a separate model challenges whether it's genuinely exploitable and reproduces it, recorded on the Evidence Canvas — so you get the real issues with a confidence level and impact, not noise. Learn more about how Opviva auto-fixes and keeps your app secure after launch on the auto-fix page.