Scanner API integration: design the workflow before the endpoint
A practical architecture for scan jobs, evidence, retries, and policy decisions—without turning uncertainty into a green check.
The Scan Log / Reading thread
Developer workflows
Security feedback is most useful when someone can act on it. These guides connect scanner integration, repository review, and antivirus operations to ownership, reproducibility, and verified completion.
A repository alert and an upload hold may look unrelated, but both need an exact subject, a clear reason, and an owner who knows the next action. This collection examines those handoffs. It distinguishes credential containment from code repair, transport success from inspection completion, and engine readiness from simple network reachability.
Use the articles to walk one representative case through your own development or operational process. Identify where a reference is missing, where a result becomes ambiguous, or where the review has no owner. Improving those concrete handoffs is often a better first step than adding more automated checks without changing how the existing results are handled.
Antivirus scanner API design: build a dependable upload gate
Keep the engine private, the signatures observable, and incomplete inspection separate from a release decision.
Git repo scanning: secrets, history, and dependencies need different checks
Build a repository review process that distinguishes finding types and turns a scan alert into a verified repair.