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
windows_tools
Summary
The documentation page demonstrates a Windows bias by referencing Windows PowerShell commands (Get-AzRole) as the only CLI example for checking instance status, listing PowerShell and Visual Studio as deployment options, and omitting equivalent Linux CLI (Azure CLI) or cross-platform scripting examples. Windows tools and patterns are mentioned exclusively or before Linux alternatives, and there are no Linux-specific instructions or parity in examples.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all command-line operations, especially for checking instance status and deployment management.
  • Explicitly mention Linux and macOS support where relevant, and provide instructions or screenshots from those platforms.
  • List cross-platform deployment options (such as Azure CLI and ARM templates) before or alongside Windows-specific tools like PowerShell and Visual Studio.
  • Ensure that all code samples and walkthroughs are usable on both Windows and Linux, or provide platform-specific sections as needed.
  • Include troubleshooting and operational guidance for Linux users, not just Windows/PowerShell users.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets