Agentic tools are moving fast past code completion into running pipelines, opening merge requests, and triaging work on a team’s behalf. The Model Context Protocol ( MCP ) has become the common way these agents reach into a team’s existing tools, which means the agents touching an organization’s software delivery pipeline are no longer only the ones a platform team chose and configured themselves. That reach is also where automation typically stalls.