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 consistently presents both Azure CLI and PowerShell examples for all operations, but PowerShell (a Windows-centric tool) is given equal prominence and is referenced throughout. The introductory quickstart link specifically points to a Windows scenario ('vm-winrm-keyvault-windows'), and PowerShell is tracked as a custom property. There is no mention of Linux-specific shell patterns, nor are Bash or Linux-native examples provided. The documentation assumes familiarity with PowerShell and Windows tools, which may disadvantage Linux users.
Recommendations
  • Add explicit Bash examples alongside Azure CLI, especially for secret creation and deployment commands.
  • Include notes or sections highlighting Linux shell usage, such as environment variable handling and file paths.
  • Balance introductory references: link to both Windows and Linux quickstart scenarios.
  • Clarify that Azure CLI works cross-platform and provide guidance for Linux/Mac users on prerequisites and shell syntax.
  • Avoid tracking or referencing only PowerShell in metadata (e.g., ms.custom), and include Bash or Linux shell equivalents.
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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