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
windows_tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell examples are provided alongside Azure CLI throughout, and Windows-specific terminology and tools (such as PowerShell cmdlets) are used extensively. References to Windows scenarios (e.g., VM certificate installation) are given priority, and there is no mention of Linux-specific patterns, shell environments, or cross-platform scripting considerations. All command-line examples are either Azure CLI (cross-platform) or PowerShell (Windows-centric), with no Bash or Linux shell examples. The documentation assumes familiarity with Windows tools and does not address Linux user workflows.
Recommendations
  • Add Bash/Linux shell examples for all Azure CLI commands to demonstrate usage in native Linux environments.
  • Include explicit notes about cross-platform compatibility for Azure CLI and clarify that PowerShell examples are primarily for Windows users.
  • Reference Linux-specific scenarios or use cases (e.g., installing certificates on Linux VMs from Key Vault).
  • Mention alternative tools or scripting environments (e.g., bash, zsh) where appropriate.
  • Ensure that links and quickstart templates cover both Windows and Linux deployment scenarios equally.
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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
2025-08-24 00:00 #90 cancelled Biased Biased
2025-07-24 00:00 #59 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets