Operate the desktop
Open and close applications, list visible windows, focus a target window, inspect visible UI and interact with supported controls.
See details ↗From desktop tasks to dev loops
Your OS becomes a working surface
Ask for an outcome, define the boundaries, and let the agent choose from the tools available to it. The exact action set depends on model tool-calling quality, permissions and installed components.
Move from file chaos to order
Find files by name, read supported formats, create folders, write reports, copy or move files and request an inventory before changing anything.
See details ↗Build and test with your toolchain
Create or update code files, invoke installed build/test commands, inspect logs and iterate on failures with the model.
See details ↗Run commands with context
Execute PowerShell commands through the current user context; elevated commands may trigger Windows UAC and should be reviewed first.
See details ↗Extend beyond built-ins
Custom extensions can call PowerShell, Python or CMD scripts using structured JSON input—use only scripts you trust.
See details ↗Plan, execute, verify
For multi-step jobs, request a plan, an explicit review before destructive operations and an independent check of the result.
See details ↗A precise command beats a vague promptDefine the task.
Define the task.
Keep control of the outcome.
MRCO AI is most useful when you pair clear intent with an explicit scope. Tell it what to inspect, what to change, what to leave untouched and how success should be checked.
- ✓State exact paths and destinations.
- ✓Ask for read-only inspection before destructive changes.
- ✓Require a confirmation before deleting, submitting or running high-impact actions.
- ✓Request a test or a second check instead of accepting “done” without evidence.
// Example request
TASK: Review D:\Projects\AppSTEP 1: Inspect project structure
STEP 2: Identify the available build/test commands
STEP 3: Report plan before changing files
STEP 4: Run approved tests
CONSTRAINT: Do not install packages or delete files without approval
SUCCESS: Return changed files, test output and remaining issues
Illustrative prompt. Actual code generation, compilation and test execution depend on the model and tools installed on the PC.
The workflow loop
Inspect. Plan. Act. Check.
Keep the agent effective and your system predictable by structuring complex jobs into explicit, reviewable steps.
Describe
Specify the deliverable, path, app or target window.
Scope
Set what can change and which actions need approval.
Execute
Allow relevant tools and the chosen model to handle the supported actions.
Verify
Review logs, outputs and test evidence before closing the task.
⚠
Desktop automation has real effects. A click, keystroke or command can affect the foreground app or system. UAC and per-tool confirmations may apply, but not every possible side effect necessarily follows an identical approval flow. Never run an unclear elevated command.
Build, test and repair—yes.
Yes, MRCO AI can build applications and run tests. It can create files, invoke the installed development toolchain, read compiler or test output, attempt fixes and repeat the check. Missing supported tools can be checked and installed when permissions and the environment permit. Review file changes and system-level actions before approving them.