GitHub Actions workflow
Install a maintained workflow that dispatches repository scans on pull requests, pushes, schedules, or manual runs.
Trigger AI code security reviews from GitHub Actions, the API, or a native schedule. Delta scans focus on changed files and nearby data flow while lineages preserve the wider product history.
A full pentest on every commit would be wasteful. Teams need a reliable signal around high-risk changes, plus a path to deeper review when the signal warrants it.
Install a maintained workflow that dispatches repository scans on pull requests, pushes, schedules, or manual runs.
Use Git history to focus the next assessment on changed files and adjacent data flow after the first baseline.
Attach daily, weekly, or monthly coverage to a Git lineage, skip unchanged commits, and optionally recheck unresolved findings.
Create, monitor, cancel, rescan, search, share, and export through the same account and tier boundaries as the console.
Start non-blocking, then gate on reviewed critical or high findings when the team understands the signal profile.
Send completion summaries to email or Slack and move accepted findings into tickets or pull requests.
One broad assessment first, then pull requests, schedules, and API calls keep it current.
Create the project and complete one broad source assessment for the repository.
Dispatch on high-risk pull requests, main-branch changes, or an independent schedule.
Validate important results and avoid treating an unreviewed model output as a release decision.
Move consequential changes into a broader source, binary, or live-target release review.
Shorter feedback loops and controlled spend, with history that outlives CI logs.
Catch authorization, webhook, parser, billing, and tenant-boundary regressions before context disappears.
Use change focus, no-change skips, deduplication, and stage-specific models to match depth to risk.
Record each selected previous finding as fixed, still present, or inconclusive instead of treating absence from a new scan as proof of a fix.
Keep repeated assessments and retests in one project instead of burying evidence in CI logs.
Gating, what a delta scan really covers, and whether every pull request should block.
Usually not at first. Start with report-only visibility, learn the finding profile, then introduce a reviewed threshold for the branches and changes that justify it.
CI associates security review with an engineering event. Schedules provide independent baseline coverage and only run a new scan when the repository commit changes.
No. Changed files define the focus, but agents can follow nearby calls and data flow when the security impact crosses the diff boundary.
Turn on pull request review, then decide whether the signal is worth gating on.