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
Summary
The documentation provides both Azure CLI and PowerShell examples for creating VMs from specialized images, but the PowerShell sections are notably more detailed and extensive, including full network setup and VM configuration. CLI examples are concise and do not show equivalent network/resource configuration steps. Additionally, PowerShell examples (which are Windows-centric) are always present alongside CLI, but there are no bash or Linux shell script examples. In some sections, PowerShell is presented before Portal instructions, and the PowerShell examples use Windows conventions (e.g., RDP port blocking), which may not be relevant for Linux users.
Recommendations
  • Expand Azure CLI examples to include full VM/network setup steps, matching the detail of PowerShell examples.
  • Add bash/Linux shell script examples for common tasks, especially for network and VM configuration.
  • Clarify when PowerShell steps are Windows-specific or provide equivalent Linux-focused guidance (e.g., SSH port configuration).
  • Ensure CLI and PowerShell examples are equally detailed and placed in parallel, not favoring PowerShell.
  • Consider adding a section or note for Linux/macOS users about using Azure CLI in their environments.
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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