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 PowerShell-only examples for key generation and certificate creation, referencing Windows-specific tools (PowerShell cmdlets), and omitting equivalent Linux/macOS commands or tools. The instructions for generating a self-signed certificate explicitly mention PowerShell and do not offer alternatives for non-Windows platforms. The sample code and walkthroughs are Windows-centric, with no mention of cross-platform approaches.
Recommendations
  • Provide equivalent command-line examples for Linux and macOS, such as using openssl for key and certificate generation.
  • Mention cross-platform tools and approaches (e.g., dotnet CLI, openssl) alongside Windows/PowerShell instructions.
  • Add notes or sections clarifying how developers on non-Windows platforms can perform the same steps.
  • Ensure that sample code and walkthroughs reference platform-neutral or cross-platform solutions where possible.
  • Order examples so that Windows and Linux/macOS approaches are presented together or Linux/macOS is not always secondary.
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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 Clean Clean
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
2025-09-13 00:00 #110 completed Biased Biased
2025-08-13 00:00 #79 cancelled Biased Biased
2025-07-13 21:17 #46 cancelled Clean Clean
2025-07-13 21:11 #45 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-13 20:32 #43 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets