Claude Cowork alternative for computer use
Claude Cowork lets Claude use your computer from screenshots and coordinates. Melaya Computer Control hands the model the real window instead, as named buttons, fields and tables, plans many steps in one call, and works in the background on Windows. And yes, Claude can still be the model.
Pick Claude Cowork if you want Claude's own app with its strong per-app approvals, mostly on a Mac and one task at a time. Pick Melaya if you work on Windows or Linux, want the model to read the accessibility tree instead of a downscaled screenshot, and want fewer model calls per task with any model, Claude included.
Melaya vs Claude Cowork, side by side
How each one sees the screen, spends model calls, checks its own work and keeps you in control.
| What matters | Melaya | Claude Cowork |
|---|---|---|
| How it sees the screen | Accessibility tree first (UI Automation, macOS Accessibility, AT-SPI2), OCR and marked screenshots as fallback, one element-reference space | Screenshots and coordinates. No accessibility tree is given to the model |
| Screen resolution | Elements are read by name and role, so nothing depends on image size. Screenshots only as a fallback | Screenshots downscaled to about 1372x887 |
| Background control on Windows | Background first through accessibility patterns, and the timeline says when it had to use the foreground | Works on the visible screen on Windows. Background windows on macOS 15 and later |
| Sessions and computers | Several computers per account (desktop apps, CLI runners, VMs), each with its own live sessions and Stop | One session at a time (machine-wide lock) |
| Speed and token use | System One: one model call plans many steps (up to 100), Melaya grounds, runs and checks them. Every run reports model calls, actions and seconds | Reviewers found it slow and token-hungry (PCWorld: a 5-hour Pro allowance used in 30 minutes) |
| Per-app approvals | View, Click or Full per app, sensitive apps off by default, approval before sending, deleting, buying or installing in Safe mode | Strong per-app approval tiers |
| Stop | Stop button and Stop shortcut, and the run pauses when you touch the mouse or keyboard | Esc stops it from anywhere |
| Scheduled and unattended runs | Keeps the computer awake during a scheduled run, and says plainly when the screen is locked | The machine must stay awake for local apps |
| Models | Claude, GPT, Gemini, Qwen, local models, or your own Claude Code or Codex subscription | Claude, a very capable model |
| Verified writes | Every action checked against the window. Nothing changed? The step reports no effect | Not documented |
Claude Cowork details per public documentation, October 2026, with sources at the bottom of this page. "Not documented" means we found no statement in its public docs, not that the feature is missing.
Where Claude Cowork is strong
Claude Cowork is Anthropic's own take on letting Claude work on your computer, and it shows. The model is very capable, the permission model is thought through, and stopping it is easy.
- A very capable model at the wheel.
- Strong per-app approval tiers.
- Esc stops it from anywhere.
- Background windows on macOS 15 and later.
Where Melaya is different
Claude Cowork gives a very good model a downscaled screenshot and asks for coordinates. Melaya gives the model the real window and asks for a plan. A screenshot loop pays for a model call and a fresh image on every click, so a 20-step task means 20 calls and 20 images. System One reads the accessibility tree once, plans the steps in a single call, and lets Melaya ground and verify each one deterministically, with the small Laya model as a gated fallback for ambiguous targets. Far fewer model calls and images per task, no guessing at pixels, no false "done".
The real window, not a downscaled picture
Claude computer use works from screenshots downscaled to about 1372x887 and clicks by coordinates. Melaya reads UI Automation on Windows, Accessibility on macOS and AT-SPI2 on Linux, so the model sees named buttons, fields, menus and table rows with stable references. OCR and marked screenshots stay as a fallback.
One call plans many steps
Reviewers found Cowork slow and token-hungry, with PCWorld using a 5-hour Pro allowance in 30 minutes. System One asks the model for the whole plan up front, up to 100 steps, then Melaya runs them as one checked batch inside the app and returns to the model only at the first surprise.
Deterministic grounding, Laya only when needed
Each target is matched on the accessibility tree by reference, exact label or table row. Laya, Melaya's small System One model, settles ambiguous targets, only when it is confident. Otherwise the step stops and says why, instead of clicking a best guess.
Background on Windows too
On Windows, Cowork works on the visible screen. Melaya delivers clicks and typing through accessibility patterns where Windows allows it, so you keep working while the agent does, and the timeline says when it had to use the foreground.
Verified writes
Every action is checked against the window. Nothing changed? The step reports no effect, instead of a success that never happened. Admin windows are detected up front and reported.
Several computers, Linux and VMs
Link several computers to one account: desktop apps, CLI runners and headless Linux VMs started with npx @melaya/runner --computer, each with its own sessions and Stop. Linux desktops work on X11 and Wayland.
Permission levels you already like
If you value Cowork's per-app tiers, you will feel at home: View, Click or Full per app, sensitive apps off by default, no typing into password fields, approvals before sending, deleting, buying or installing in Safe mode, a Stop shortcut and a pause when you touch the mouse.
Keep Claude, or pick another model
Melaya runs Claude too, including your own Claude Code subscription, and also GPT, Gemini, Qwen or a local model. Because System One keeps model calls low, a smaller model can carry a lot of the work.
Phone, browser and computer in one platform
The same agents drive your Android phone and your browser, run scheduled pipelines on your computer, and answer to Claude Code, Codex and Cursor through the Melaya MCP server.
Switching from Claude Cowork
Three steps. Keep Claude Cowork installed and run both on the same task.
Download the app
Get Melaya for Windows, macOS or Linux. On a Mac, grant Accessibility and Screen Recording once. The app walks you through it.
Connect this computer
Sign in, approve one consent screen, and set each app to View, Click or Full, the way you set tiers in Cowork.
Give it the same task, on Claude if you like
Pick Claude as the model, paste the task you gave Cowork, and watch the live timeline. When the run ends it reports its model calls, actions and seconds.
On a server or a VM?
No screen needed. Start the Melaya runner with computer control and the machine joins your account like any other computer, with the same permissions, approvals and timeline.
npx @melaya/runner --computerClaude Cowork alternative: questions people ask
What is a good Claude Cowork alternative for computer use?
Melaya Computer Control, if you want the model to read the real window instead of screenshots, background control on Windows, Linux support and any model. It plans many steps in one call through System One, checks every action, and keeps per-app permission levels and approvals.
Can I still use Claude with Melaya?
Yes. Pick Claude as the model in Melaya, or use your own Claude Code subscription through the Melaya runner. You can also call Melaya's computer tools from Claude Code itself through the Melaya MCP server.
Does Claude Cowork work in the background on Windows?
Per Anthropic's support docs (October 2026), Cowork works on the visible screen on Windows and uses background windows on macOS 15 and later. Melaya is background-first on Windows, macOS and Linux where the OS allows, and says when it had to use the foreground.
Why does Melaya need fewer model calls than screenshot-based computer use?
A screenshot-and-coordinates loop needs a fresh image and a model call for each step. Melaya's System One reads the accessibility tree once and plans many steps in one call, then Melaya grounds, runs and checks them in the app. Every Melaya run reports its model calls, so you can compare on your own task.
Does Melaya work on Linux?
Yes. Linux desktops on X11 and Wayland through AT-SPI2, packaged as AppImage, .deb or .rpm, plus headless servers and VMs with npx @melaya/runner --computer.
Is Melaya affiliated with Anthropic?
No. Claude and Claude Cowork are products of Anthropic. Melaya is an independent platform that can use Claude models, alongside many others.
Sources
Every statement about Claude Cowork on this page comes from the public sources below, as read in October 2026. Products move fast. If something here is out of date, write to info@melaya.org and we will fix it.
Last reviewed
OpenClaw, Hermes Agent and Claude Cowork are trademarks of their respective owners. Melaya is not affiliated with them.
Give it the same task
Install the desktop app, connect this computer, switch on the apps you want help with, and run the job you gave Claude Cowork. Then read the model calls, actions and seconds the run reports.
