Outsourcerer

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You already pay for a fleet of AIs: Claude, Codex, Gemini, maybe Devin, a stack of OpenRouter credits. Each is brilliant at something the others aren't, and they sit in separate rooms. Outsourcerer makes them work as one team. It sends the boring work to the cheapest engine that can nail it, pulls a top-tier model in when the job actually needs a big brain, keeps a running receipt of what that saved you, and, uniquely, clones your setup onto whichever engine runs the job.

It doesn't just call another model. It brings your whole workshop.

When Outsourcerer hands a job to a different engine or harness, that engine doesn't show up empty-handed. It carries your setup with it: the same skills, the same plugins, the same MCP servers your main agent uses. A cheap model running on Devin can use your custom skill and reach your MCP tools exactly the way your Claude session would. It's the difference between borrowing a stranger's bare laptop and having your own, fully set up, wherever the work happens to run.

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The opportunity hiding in your subscriptions

You're already smart about this. Even inside Claude Code you hand the small stuff to Sonnet instead of Opus. Good instinct, Outsourcerer just takes it further than any single harness can:

• What if that same errand could run on an even cheaper engine, sometimes near-free on a subscription you already pay for, at quality that rivals your frontier model?
• What if a couple of stronger models could sanity-check your plan before you build, in parallel, without you leaving your session or wiring up a thing?

The models and the subscriptions are already on your machine. You could stand up a full multi-agent system to connect them, and sometimes that's exactly the right call. Outsourcerer is the lighter path for when you just want the work moved to the right engine and the savings counted.

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You talk. The sorcerer handles it.

No flags to memorize, no routing tables. You say what you want; it checks what you actually have installed, picks the right engine, and offers you the cheap path before spending a cent it didn't have to.

If something isn't installed, it tells you the one command to fix it. You just say yes.

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You decide how much you drive

The first time it wakes up in a session, Outsourcerer shows you what's ready, how much of your token budget is left, and asks one question: how do you want to drive?

• Auto-pilot. It takes the wheel. Picks the engine, offloads the grind, conserves your limits, and just tells you what it did. For when you want the work done, not the decisions.
• You-drive. Nothing moves without your say-so. It proposes, shows you the cost, and waits. For when the call is yours to own.
• Hybrid. You agree once on what it can handle alone (tests, repo-mapping, the mechanical stuff), and it asks about everything else. The sweet spot most people settle into.

Pick once and it remembers. Change your mind in plain language any time ("take the wheel", "ask me first"). And no mode is a trap: safety, cloud consent, and your sign-off on anything risky hold in all three. Beginners aren't dropped at a command line, they're handed a steering wheel and told what each pedal does.

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It watches your fuel gauge, so you never hit empty

You know the feeling: 2pm, deep in a build, and your 5-hour limit taps out. Work stops.