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 and complex, including full network setup, while CLI examples are minimal. PowerShell is a Windows-centric tool, and there are no equivalent Linux shell (bash) or cross-platform scripting examples for the detailed VM/network configuration steps. In several sections, PowerShell examples are presented immediately after CLI, and the CLI examples are much shorter. There are no explicit Linux-specific command-line examples beyond Azure CLI, nor any mention of Linux-native tools or scripting patterns.
Recommendations
  • Provide detailed bash (Linux shell) scripting examples for VM and network resource creation, matching the depth of the PowerShell examples.
  • Clarify that Azure CLI is fully cross-platform and can be used on Linux/macOS, and offer sample scripts for those environments.
  • Where PowerShell is used for complex resource setup, offer equivalent Azure CLI commands or bash scripts to ensure Linux users can follow along without needing PowerShell.
  • Add notes or links to Linux/macOS-specific guidance for users who do not use PowerShell.
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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