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
windows_first
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation is heavily biased toward Windows. All examples use Windows VMs, PowerShell scripts, and Windows-specific tools (e.g., Install-WindowsFeature, powershell.exe). There is no mention of Linux VM extensions, Bash scripts, or Linux configuration patterns. The tutorial title and flow focus exclusively on Windows, with no Linux parity or alternative paths.
Recommendations
  • Add parallel examples for deploying VM extensions to Linux VMs, including Bash scripts and Linux-specific configuration (e.g., installing Apache or Nginx).
  • Include links to both Windows and Linux extension documentation at the start.
  • Show how to use Custom Script Extension with Bash or Python scripts on Linux VMs.
  • Provide a Linux quickstart template (e.g., 'Deploy a simple Linux VM') and walk through editing it.
  • Demonstrate retrieving the public IP address using Azure CLI or Bash commands, not only PowerShell.
  • Clarify in the introduction that the tutorial is Windows-specific, or broaden the scope to cover both platforms.
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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 Biased Biased

Flagged Code Snippets