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 page exhibits Windows bias in several ways: Windows tools and concepts (such as RDP and DPAPI) are mentioned before or instead of Linux equivalents; code examples often use Windows-centric commands (e.g., 'cmd.exe /c echo') and only provide Windows-specific context before Linux; references to Windows features (DPAPI, RDP) are more detailed than their Linux counterparts; and some code snippets lack Linux-specific usage or examples (e.g., running tasks under named user accounts with Linux shell commands).
Recommendations
  • Provide Linux-first or parallel examples for all code snippets, especially where Windows commands (e.g., 'cmd.exe /c echo') are used. Include Linux shell equivalents (e.g., '/bin/bash -c "echo hello"').
  • Mention Linux tools and patterns (e.g., SSH, GPG, file permissions) alongside or before Windows tools like DPAPI and RDP.
  • Add explicit Linux usage scenarios, such as how to run tasks under named user accounts using Linux shell commands, and how to manage secrets or file shares on Linux nodes.
  • Ensure that references to remote access (RDP/SSH) are balanced, with equal detail and prominence for both Windows and Linux.
  • Where possible, use neutral terminology and avoid Windows-centric defaults in code and narrative (e.g., avoid assuming 'cmd.exe' as the default shell).
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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