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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a bias towards Windows environments. Key management steps (creating and managing Key Vault certificates) are shown exclusively with PowerShell, which is native to Windows. The RDP extension is highlighted, which is primarily a Windows remote access technology. There are no Linux CLI, Bash, or cross-platform examples for certificate management, nor are Linux-friendly remote access alternatives (such as SSH) mentioned. Windows tools and patterns (PowerShell, RDP, Windows SDK naming) are presented first and exclusively, with no parity for Linux users.
Recommendations
  • Provide equivalent Azure CLI or Bash examples for Key Vault and certificate management steps, which are cross-platform and preferred by Linux users.
  • Mention and demonstrate SSH extensions or Linux-friendly remote access options in addition to RDP.
  • Clarify that PowerShell commands can be run on Linux via Azure PowerShell Core, or provide direct Linux shell alternatives.
  • Where SDK examples are given, note any OS-specific requirements or provide guidance for Linux environments (e.g., file paths, authentication).
  • Ensure that all steps (resource creation, configuration uploads, etc.) have Linux-compatible instructions and tooling.
  • Review related content and quickstart links to ensure Linux parity is maintained throughout the documentation set.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets