Solution

DevSecOps.

Find it on the branch, not in production.

API-first by design. Drop ArgusSecure into your CI, post findings as PR comments, fail the build when criticals appear.

What ArgusSecure does here.

API tokens scoped per repo.
Webhooks for new Critical and High.
PR-comment posting (Round 5).

Products in this play.