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 provides both Azure CLI and PowerShell examples for creating VMs from specialized images, but the PowerShell examples are significantly more detailed, including full networking setup and resource creation, while CLI examples are minimal. PowerShell is a Windows-centric tool, and its prominence and depth compared to CLI may create friction for Linux/macOS users. Additionally, the PowerShell examples are shown before CLI in some sections, and there are no Bash or Linux shell-specific examples for tasks like networking setup, which are only covered in PowerShell.
Recommendations
  • Expand Azure CLI examples to include full resource creation steps (networking, NIC, NSG, etc.) similar to PowerShell, using Bash syntax and variables.
  • Ensure CLI examples are as comprehensive as PowerShell, so Linux/macOS users have parity in guidance.
  • Consider adding explicit Bash scripts for common Linux/macOS workflows, especially for networking setup.
  • Where possible, present CLI examples before PowerShell, or clarify that both are fully supported and provide equivalent coverage.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-26 00:00 #304 completed Biased Biased
2026-01-24 00:00 #296 completed Biased Biased
2026-01-23 00:00 #292 failed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets