GitHub has launched public previews for dependency and secret scanning within its Model Context Protocol (MCP) server environment. These tools aim to identify vulnerable code and exposed credentials at the tooling layer before they are committed to repositories. This proactive approach helps developers secure agentic AI workflows that interact with sensitive internal systems and databases.