The Octopus Easy Mode MCP server is a community project that exposes Octopus runbooks directly as MCP tools, allowing AI agents to execute complex DevOps processes without needing to know the underlying Octopus structure. This approach reduces token usage compared to general-purpose MCP servers, since the LLM delegates execution to Octopus rather than reasoning through each step. The post walks through setup via Docker, creating runbooks with parameters and manual intervention (elicitation), practical examples like provisioning EC2 instances and restarting Kubernetes pods, and governance features like audit logs and centralized credential management. A token usage comparison shows significant cost savings versus the standard Octopus MCP server.