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 is heavily focused on Azure PowerShell, providing only PowerShell-based examples and instructions. There are no equivalent examples for Linux users (e.g., Azure CLI, Bash), and the virtual machine creation steps exclusively use Windows Server images. Windows-centric tools and patterns (such as RDP and Windows VM configuration) are mentioned throughout, with no mention of Linux alternatives or parity.
Recommendations
  • Add equivalent Azure CLI (az) and Bash examples for each step, especially for resource creation and configuration.
  • Include instructions and examples for deploying Linux-based virtual machines (e.g., Ubuntu, CentOS) alongside Windows examples.
  • Mention SSH access and Linux-specific network security group rules (e.g., port 22 for SSH) in addition to RDP/Windows-centric rules.
  • Clearly indicate in the introduction that the guide is PowerShell/Windows-focused, and provide links to Linux/Azure CLI documentation.
  • Ensure that references to tools and patterns (such as credential management and VM provisioning) include Linux alternatives.
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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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets