AI-Powered Media Server Management with OpenClaw and Tsarr

Last weekend I wanted to know which TV series were eating the most storage on my media server. Simple question. My AI assistant (running on OpenClaw ) tried to answer it. It took multiple approaches, five attempts, and several minutes of fumbling before it found the data. Top Gear at 494 GB. Pokémon at 362 GB. South Park at 344 GB. The answer was there, but getting to it was painful. The thing is, I'd already built a tool that does this in one command: tsarr sonarr series list --json Tsarr is a type-safe CLI I built for managing Radarr, Sonarr, and the rest of the *arr stack. It already had 20 GitHub stars. My AI assistant just didn't know it existed. The Problem AI assistants are great generalists but terrible specialists. They'll try raw API calls, shell scripts, whatever they can think of. Anything except the purpose-built tool sitting right there. They don't read your README. They don't know your CLI flags. They improvise, and improvisation with infrastructure is how things break.