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
missing_linux_example
Summary
The documentation is heavily focused on Azure PowerShell, with all deployment steps and code samples provided exclusively in PowerShell syntax. There are no Bash, Azure CLI, or Linux/macOS-specific instructions or examples. References to VM creation link only to Windows VM guides, and PowerShell is assumed as the primary tool throughout, creating friction for Linux/macOS users who typically use Bash and Azure CLI.
Recommendations
  • Add equivalent Azure CLI (Bash) examples for all deployment steps, including resource group, VNet, subnet, public IP, and Bastion creation.
  • Include links to Linux VM creation guides alongside Windows VM guides.
  • Explicitly mention cross-platform options (e.g., Azure CLI, Bash, Cloud Shell) in the introduction and prerequisites.
  • Reorganize sections to present both PowerShell and CLI/Bash options side-by-side or in parallel, rather than PowerShell-only.
  • Clarify that Azure PowerShell can be used on Linux/macOS, but provide guidance for users who prefer CLI/Bash.
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Scan History

Date Scan Status Result
2026-01-13 06:17 #107 completed Biased Biased
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Clean Clean
2025-12-20 22:24 #14 completed Clean Clean
2025-12-20 00:00 #13 completed Clean Clean
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets