Enterprise automation framework for MCP-native desktop control.

WinScript bridges high-level AI reasoning and low-level Windows execution through a structured pipeline that emphasizes observability, routing, and reliable recovery.

Execution pipelineVisual feedbackDriver model

Execution pipeline

One flow from agent intent to Windows execution.

Step 1

AI agent

Claude, GPT, or your own runtime

Step 2

MCP server

Protocol and tool schema layer

Step 3

WinScript

Execution and recovery engine

Step 4

OS interface

Win32, COM, registry, and shell

Sandboxed execution

Commands are validated against the configured automation context so the runtime can stay useful without drifting into blind system mutation.

Audit logging

Each step from MCP request to Windows action can be captured as a trace, making it easier to inspect, replay, and debug.

Protocol state

Session state stays discrete between the agent and the OS so workflows remain reproducible across long-running tasks.

Visual feedback pipeline

Screen capture and state inspection are part of the runtime rather than bolted on after the fact. That gives the next model step the evidence it needs to verify state, not just hope for it.

Response payload

{
  "type": "image",
  "metadata": {
    "resolution": "1440x900",
    "encoding": "jpeg"
  },
  "data": "base64..."
}

Capture metadata

High-fidelity screen capture with latency tracking

Optional privacy redaction layer

Automatic OCR for text-heavy interfaces

Backend drivers

Driver model behind the runtime.

Driver	Technology	Use case	Safety
AutomationProxy	pywinAuto	GUI navigation and clicks	HIGH
ComponentBridge	win32com	Office and legacy integrations	MEDIUM
ShellExecutor	subprocess	CLI tools and file operations	CRITICAL
InputSynthesizer	SendInput / API	Raw keyboard and mouse simulation	HIGH