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 exclusively providing Azure PowerShell examples for generating OAuth tokens and calling APIs, without offering equivalent Linux-friendly or cross-platform alternatives (such as Bash/cURL). The troubleshooting and configuration steps are centered around the Azure Portal GUI, which is most commonly accessed from Windows environments. There is no mention of Linux command-line tools or workflows, and the PowerShell scripts are presented as the primary method for API interaction.
Recommendations
  • Add equivalent Bash/cURL examples for generating OAuth tokens and calling APIs, making it easier for Linux and macOS users to follow along.
  • Include references to cross-platform tools (e.g., Azure CLI, REST API calls via curl or httpie) alongside PowerShell, and clarify which steps are platform-agnostic.
  • Explicitly state that the Azure Portal can be accessed from any OS/browser, and provide guidance for users who prefer command-line or automation workflows on Linux.
  • Where possible, offer step-by-step instructions for both Windows and Linux environments, especially for scripting and automation tasks.
  • Review and update troubleshooting and prerequisite sections to mention Linux-compatible tools and approaches.
GitHub Create Pull Request

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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-14 00:00 #111 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-07-15 00:00 #51 completed Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets