Someone on a forum laid out a problem I've heard three different ways this month. They'd gone bargain-hunting and ended up with subscriptions to a pile of models — mimo, DeepSeek, Qwen, Claude Code, ChatGPT — and then hit the wall nobody warns you about: do you really run a separate client for each one?
The thread was short. The answers were basically "glue them together with some aggregator tool." Which tells you the pain is real but the solution people reach for is a grab bag.
And it's not an isolated gripe. In the same corner of the forum you've got people comparing OpenCode's Go versus Go Plus tiers at $10 and $40 a month, arguing over whether the extra quota is actually 4x or closer to 2x on some models. You've got someone running a local model at home specifically because they want to stop being, in their words, tied to Claude. The underlying mood is the same across all of it: builders are accumulating model access from everywhere, and the tooling around that access is fragmented, vendor-locked, and annoying to switch between mid-task.
The need isn't "a better client," it's consolidation
If you reframe that forum question honestly, the person doesn't want a recommendation for the single best client. They want to stop context-switching. They want one place where they can type a message, pick which model answers it, and keep going — without tabbing between five apps that each have their own login, their own history, their own quirks. The multi-model shopping behavior is here to stay; the per-vendor app sprawl is the part that's begging to be collapsed.
That's a workbench, not a client war. One hosted web surface, a model picker per message, and a history you can actually read back later. It's a small, boring piece of software, and that's exactly why an independent developer can ship it.
What you can actually build on VicroCode
Here's the shape I'd give it. The front end is a plain chat page — message box, a dropdown to choose the model for the current turn, a running transcript. You can run HTML online and host that page directly, so there's no separate frontend deploy to babysit.
Behind it, a thin backend does the real work: take the message plus the chosen model, call the model, store the exchange. You can run Python online for that layer, and route each request through the Model Center APIs for whatever model the user picked that turn. The nice part is that "switch model" becomes a parameter, not a new app. Same conversation thread, different brain answering each message if you want.
For memory, write every turn into SQLite — timestamp, chosen model, prompt, response. That gives you something most vendor clients hide: an inspectable history you own. When you want to see what you asked DeepSeek last Tuesday or compare how two models handled the same prompt, you open the SQLite editor and query it like the plain table it is. No export dance, no scraping your own chat logs out of someone's web app.
If you want to go a step further, you can expose that backend as a hosted API endpoint so a script or editor can hit your workbench instead of each vendor directly. But even without that, the base version — page, picker, Python router, SQLite log — is a complete, usable thing.
The boundary, stated plainly
Now the part the forum thread would want you to be honest about. Those bargain subscriptions — the Claude Code seat, the ChatGPT plan, the Qwen access someone grabbed on a deal — don't automatically plug into this. The picker in your workbench can only reach models that are already available through Model Center. If a model you pay for elsewhere isn't in Model Center, there's no supported way here to drop in that vendor's own API key and route to it. VicroCode's confirmed surface covers Model Center models and in-platform tool calls, not arbitrary external key passthrough.
So this doesn't magically unify every subscription you bought. What it unifies is your access to the models Model Center already offers, into one hosted window with one history. For a chunk of the "too many clients" problem that's the real fix; for the leftover vendor-locked subscriptions, it isn't, and I'd rather say that up front than let you build it expecting otherwise.
Why this is worth a weekend
The trade-off is easy to live with. You lose per-vendor bells and whistles — each official client has its own extras — and you gain a single surface, a model-per-message switch, and a transcript you can read with a database tool instead of guessing. For someone who just wants to stop juggling tabs, that's usually the better deal.
I won't claim it'll be faster or cheaper than any specific setup; that's unverified and depends entirely on which models you're calling and how much. What I can say is the build is small, the moving parts are few, and every one of them maps to a capability that's actually here. Ship the minimal version first — one page, one picker, one log table — and only add the endpoint hosting once you've felt whether the consolidation actually sticks for how you work.