I ve been using Ansible for IT automation for a while, and the process of writing imperative playbooks in something that looks closer to English I felt was a good fit to design MCP tooling around. I specifically wanted to have a process of running Ansible modules directly as tools from an LLM and record it so my exploratory sessions can become runnable playbooks. The ansible-doc command already emits the schema for each module, so tool calling is nice and structured, and it feels nice to have this available ad-hoc with all the existing Ansible collections that are out there.