I’ve been using multiple devices for a long time — my own laptop, servers, NAS, company servers. All of them accessed via SSH clients. Honestly, logging into servers manually and typing out commands for cleanup, maintenance, and troubleshooting gets pretty tedious.

To save myself the trouble, I’ve been using opencode to do cleanup and maintenance work directly on the target machines. It works, sure, but there’s one unavoidable hassle: you have to install opencode on that machine first. You have to deal with environments, dependencies, keys, and if you also need to work inside containers, it gets even more annoying.

So I’ve been keeping an eye on tools like Wrap — SSH clients with built-in AI. But I didn’t want to pay extra just for that. Eventually I found Netcatty.

Yesterday I got an email from LeanCloud saying they’re shutting down service…. Wait, what?

Recently I submitted a PR to BananaSlice (#11), adding configurable Gemini-compatible API endpoint support. The whole process made me realize: AI Agents not only help people write code faster, but also change how we leverage open source software.

Today I came across an article from Qubit reporting that Anthropic just released Claude Managed Agents and already got an “open-source alternative” — this project is called Multica. I started using this project last week, so I did some digging.