Imagine this: you’re elbow-deep in a project and need that one specific component. You ask “Hey Jarvis, where’s the flux capacitor?” and instantly get back “Second drawer, office desk.” Sounds like sci-fi, right? Well, it’s closer to reality than you think, and honestly, it works pretty damn well already.
Look, we all have too much crap. I’ve got 30 students at the lab, multiple 3D printers, a rocketry project, electric skates with Mad Max-inspired names, and enough ESP32s to start my own semiconductor shortage. The typical solution to this chaos? Manually register everything in an inventory system. Yeah… that’s never going to happen. The sheer thought of typing “M3 bolt, quantity 47, drawer 3A” for every single item makes me want to take a nap instead.
But here’s where it gets interesting: AI can actually help now. The workflow is beautifully simple - you snap a photo of your glorious mess, Claude looks at it and identifies most of what’s there, you make a few corrections because AI isn’t perfect (yet), and boom, everything gets registered in your Homebox inventory system. No manual typing, no decision fatigue about whether that thing should be categorized as “electronics” or “tools” or “why-did-I-buy-this.” The AI figures it out, you approve, done.
Now, I’ll be honest about what works today versus what’s still in the “wouldn’t it be cool if” category. Right now you need Claude.ai (the web interface that actually supports MCP connections), my custom Home Assistant addon that runs the MCP server, and Homebox (also running as an HA addon). You take the photo, upload to Claude, it detects the items using its vision capabilities, you review and correct anything it missed or got wrong, then Claude calls the MCP server which registers everything into Homebox. It’s not quite real-time conversation with a camera feed yet, but we’ve got to start somewhere, right?
Here’s why I had to build a custom MCP server instead of using the existing ones: the native Home Assistant MCP is super limited and can’t talk to Homebox at all. I tried for way too long to make it work with Nabu Casa URLs - spoiler alert, it doesn’t. So I said screw it and implemented my own MCP server specifically for this use case. You can find the whole thing at github.com/oangelo/homebox-mcp if you want to see how it works or contribute.
What’s still on the TODO list? The big one is getting this integrated with Home Assistant’s Assist so you can actually voice-ask “where did I put the screwdriver?” and get an answer. Homebox already has a Home Assistant integration, but I haven’t explored it much yet - seems pretty limited from what I’ve seen. The dream scenario is having your camera feed open and just chatting in real-time with an AI that’s watching what you’re organizing, but that’s definitely future territory.
Let me share a few things I’ve learned that might save you some headaches. First, when you’re working alongside an AI like this, it genuinely feels different - less like a solo chore and more like you’ve got a weirdly competent assistant. Second, decision fatigue is absolutely real. We’re all consumers drowning in stuff, and every item needs a home, which means another decision. The AI taking over the “where should this go” and “how should I describe it” decisions is genuinely liberating. Third, and this is critical: do NOT try to organize your entire house in one go. Start small. Pick one drawer, one shelf, maybe one cabinet. Get the system calibrated, see what works for your specific chaos, then expand. Otherwise you’ll burn out before you finish your first room.
I’ve been running Home Assistant for years and never posted anything to the forums before. That should tell you how worthwhile I think this is. The system isn’t perfect, there are rough edges, and I’m absolutely open to pull requests and suggestions. But even in its current state, it’s solved a problem I’ve been avoiding for literal years.
So yeah, if you’re drowning in maker supplies, electronic components, or just the general detritus of modern life, maybe give this a shot. Worst case, you’ll have some fun playing with AI and MCP. Best case? You’ll finally know where that damn flux capacitor ended up.