Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
powershell_heavy
windows_first
windows_tools
Summary
The documentation provides both Azure CLI and PowerShell examples for creating VMs from generalized images, but PowerShell examples are heavily Windows-centric, with explicit use of Windows-specific parameters (e.g., Set-AzVMOperatingSystem -Windows) and RDP-related network security rules. In several PowerShell code blocks, only Windows VM creation is shown, with no Linux equivalent. Additionally, in PowerShell sections, Windows configuration is presented first and exclusively, while CLI examples are more Linux-focused. REST and Portal instructions do cover both OS types, but PowerShell users on Linux/macOS are left without clear guidance.
Recommendations
  • Add PowerShell examples for creating Linux VMs, using Set-AzVMOperatingSystem -Linux and relevant SSH configuration.
  • In PowerShell sections, provide both Windows and Linux VM creation code blocks, or clarify how to adapt the examples for Linux.
  • When showing network security rules, include SSH (port 22) examples alongside RDP (port 3389) for Linux scenarios.
  • Explicitly note PowerShell cross-platform support and any differences for Linux/macOS users.
  • Ensure parity in example coverage and ordering between Windows and Linux across all tooling sections.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #239 in_progress Clean Clean
2026-02-11 00:00 #235 in_progress Clean Clean
2026-02-10 00:00 #231 completed Biased Biased
2026-01-25 00:00 #167 completed Biased Biased
2026-01-24 00:00 #163 completed Biased Biased
2026-01-23 00:00 #159 completed Biased Biased
2026-01-14 01:31 #124 completed Biased Biased
2026-01-13 06:17 #109 completed Biased Biased
2026-01-12 00:00 #101 completed Biased Biased
2026-01-10 00:00 #94 completed Clean Clean
2026-01-09 19:00 #91 completed Clean Clean
2026-01-06 22:28 #80 completed Clean Clean

Flagged Code Snippets