I was writing MCP servers, now I just write tools for agents to consume. It's often easier to simply write the tool you need and suggest to it to look at the tool to do that thing.

I was also surprised to find out Claude knew how to use the gitlab api with pointing it at the token var in the environment. But for corporations it might make more sense to use a cli to keep the secrets separate from the agent.