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Agent-driven Windows system health check with GUI output.
  • 🖥️ Full system analysis - CPU, memory, and disk metrics via PowerShell
  • 🤖 LLM-powered reasoning - Agent decides what data to collect and how to present it
  • 📋 GUI automation - Outputs formatted report directly into Notepad
  • 🔌 MCP-powered - All operations go through the Windows MCP server
Source Code: examples/mcp_windows_system_health_agent.py
First time? See Setup Guide to install GAIA, Python, and Lemonade Server.

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See It In Action

uv run examples/mcp_windows_system_health_agent.py

Connecting to Windows MCP server...
  Connected to Windows MCP server
Windows System Health Agent ready! Type 'quit' to exit.

You: Check my system health and show in Notepad

Agent: I've collected your system metrics and pasted the health report into Notepad.
Your system has 64GB RAM, 45% disk usage on C:, and CPU load at 12%.
Assessment: Excellent - can run large models (30B+ parameters) with GAIA/Lemonade.
The agent gathers metrics via PowerShell, formats a report, and pastes it into Notepad automatically.

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Quick Start

1

Start Lemonade Server

lemonade-server serve
2

Run the agent

uv run examples/mcp_windows_system_health_agent.py
The agent auto-installs the Windows MCP server via uvx on first run.
3

Ask about your system

You: Check my Windows system health and type the report into Notepad
The agent collects CPU, memory, and disk data, then outputs a formatted report to Notepad.

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How It Works

Execution Flow:
  1. Agent receives query and plans tool calls
  2. mcp_windows_Shell executes PowerShell commands for CPU, memory, disk
  3. LLM analyzes metrics and formats a plain-text health report
  4. mcp_windows_Shell copies report to clipboard (Set-Clipboard)
  5. mcp_windows_Shell opens Notepad (Start-Process)
  6. mcp_windows_Shortcut pastes with ctrl+v
All reasoning and tool selection is handled by the LLM — the agent decides what to collect and how to present it.

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Security Considerations

Vet MCP servers before connecting. Each MCP server runs as a subprocess with access to your system. The Windows MCP server can execute arbitrary PowerShell commands and automate GUI interactions.
Before using MCP servers:
  1. Review the source — Only use servers from trusted sources with public repositories
  2. Check permissions — Understand what system access the server requires
  3. Limit scope — Be aware that Windows MCP has full shell and GUI access
  4. Audit environment variables — Never pass secrets to servers you haven’t reviewed

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Where to Get More Servers

MCP Server Hub

Browse and discover MCP servers with install commands and tool listings

Official MCP Servers

Browse official MCP servers from Anthropic

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Next Steps

MCP Client

Learn how to connect agents to any MCP server

MCP SDK Reference

API documentation for MCPClientMixin

Windows MCP Server

Source code and documentation for the Windows MCP server