Builder
Codex
Codex takes a task and reports what it touched. Keep the task small and the report honest.
What the builder handles for you
A scoped edit with a list of files touched.
Repeatable tasks you can queue.
What it does not
It does not host anything.
It does not read your deployment settings.
It does not know which row rules your product needs.
Incidents involving it
CVE entries attributed to AI-generated code rose from 6 in January 2026 to more than 35 in March 2026.
The Tenzai study found every tool it tested introduced server-side request forgery.
The fix prompt dialect
Codex tasks say apply the edit and report the files touched, then verify with a command and paste the output.
Stack checklists that apply
Cursor, Next.js, Custom Python backend, Vercel.
Incidents involving this builder
No incident in the library maps to this one yet.
Checklists that apply
Run the free Launch Risk Check on your app
ShipReady is not a penetration test or a security certification. No automated check can prove an application is secure.
Last updated September 20, 2026