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
missing_linux_example
windows_first
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell-based examples and referencing Windows-specific tools (e.g., Chocolatey, powershell.exe) without offering equivalent Linux examples or mentioning Linux scripting patterns (such as Bash or shell scripts). The step-by-step artifact creation walkthrough exclusively uses Windows artifacts and scripts, and the sample commands and folder structures are all Windows-centric. Although the documentation mentions that both Windows and Linux are supported, practical guidance and examples for Linux are missing.
Recommendations
  • Add parallel Linux examples using Bash or shell scripts, including sample artifact definition files and install commands.
  • Show how to use Linux package managers (e.g., apt, yum) in artifact scripts, similar to the Chocolatey example for Windows.
  • Provide a walkthrough for creating a Linux artifact, including downloading and customizing a Linux-based artifact from the public repository.
  • Ensure screenshots and folder structures include Linux artifacts and scripts (e.g., .sh files) alongside Windows examples.
  • Explicitly mention Linux scripting patterns and tools when describing artifact creation and usage.
  • Balance the order of presentation so that Windows and Linux are treated equally, rather than Windows examples appearing first or exclusively.
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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
2026-01-11 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