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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation displays a moderate Windows bias. Windows concepts and tools (e.g., RDP, DPAPI, 'cmd.exe') are introduced before their Linux equivalents, and some examples (such as command lines and secrets management) use Windows-specific tools or patterns. While Linux is mentioned and Linux-specific code samples are present, Windows examples and terminology are often presented first or exclusively, and Linux alternatives (e.g., for secrets management) are not discussed in detail.
Recommendations
  • Ensure Linux and macOS examples are presented alongside Windows examples, ideally in parallel sections.
  • When describing tools or APIs (e.g., DPAPI), mention Linux equivalents (such as GnuPG, OpenSSL, or other secrets management approaches).
  • Provide Linux-specific command line examples (e.g., using '/bin/bash -c' instead of 'cmd.exe /c') wherever Windows commands are shown.
  • Discuss SSH and Linux user management patterns with equal detail as Windows RDP and user management.
  • Avoid presenting Windows examples or terminology first; alternate or group by platform.
  • Add explicit guidance for Linux/macOS users in sections where only Windows tools are mentioned.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets