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
Summary
The documentation is heavily PowerShell-centric, requiring PowerShell on all platforms (Windows, Linux, macOS) to use the ARM template test toolkit. Windows installation instructions are presented before Linux and macOS. All usage examples, including those for pipelines, are written in PowerShell, with no alternatives for native Linux shells or other scripting environments. There is no mention of Linux-native tools or patterns, nor are there any Bash or shell script examples for running tests outside of PowerShell.
Recommendations
  • Provide Bash or shell script examples for Linux users who do not use PowerShell.
  • Clarify if the toolkit can be run via other scripting environments (e.g., Python, Bash) or provide wrappers if possible.
  • Consider presenting Linux instructions before or alongside Windows instructions to avoid implicit prioritization.
  • Mention any Linux-native alternatives or integration patterns, such as using the toolkit in a Docker container or with common Linux CI/CD tools.
  • If PowerShell is a strict requirement, explicitly state this limitation and suggest ways to streamline PowerShell installation for Linux users.
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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
2025-08-24 00:00 #90 cancelled Biased Biased
2025-07-24 00:00 #59 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets