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 exhibits mild Windows bias. Windows-specific tools and patterns (such as PowerShell cmdlets and Windows VM connection methods) are mentioned before their Linux equivalents. The only command-line conflict example is for PowerShell, and Windows connection guides are listed before Linux ones. There is also a focus on Visual Studio Code (a cross-platform tool, but with historical Windows association) and no mention of Linux-native editors or deployment tools.
Recommendations
  • Provide equivalent examples for Linux command-line tools (e.g., Azure CLI) alongside PowerShell examples, especially when discussing parameter name conflicts.
  • List Linux and Windows VM connection guides in parallel or alternate their order to avoid implicit prioritization.
  • Mention Linux-native editors (such as Vim, Emacs, or VS Code on Linux) and deployment tools (e.g., Bash scripts, Azure CLI) when discussing tooling.
  • Include references to Linux shell scripting and automation in sections about best practices and test toolkits.
  • Ensure that all examples and recommendations are platform-neutral or provide both Windows and Linux variants where relevant.
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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

Flagged Code Snippets