DeployHub is an automated vulnerability detection platform that monitors live production environments for security threats. The platform operates post-deployment to identify vulnerabilities in running systems, focusing on open-source components and newly disclosed CVEs. The system aggregates Software Bill of Materials (SBOMs), build metadata, binary repositories, and deployment data into a unified evidence store. It correlates live versions and deployed services with known CVEs using vulnerability feeds such as OSV.dev to identify which production systems are affected. DeployHub maps vulnerabilities to active endpoints and prioritizes high-risk and critical CVEs. The platform detects when newly disclosed vulnerabilities impact already-released versions and automatically flags them for remediation workflows. It identifies vulnerable open-source modules in use and correlates them to live services. The platform exposes configuration drift by identifying multiple component versions running across different environments. It tracks application usage to show vulnerability impact across organizations and provides license compliance tracking across components. DeployHub integrates with CI/CD pipelines, containers, registries, and live deployments. The platform supports compliance requirements including SBOM generation, Executive Order 14028, NIST standards, and RMF/cATO readiness. It is based on Ortelius, an open-source project incubating at the Continuous Delivery Foundation.