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
Summary
The documentation demonstrates a bias toward Windows environments by providing certificate creation instructions only via PowerShell (a Windows-centric tool) and omitting equivalent Linux/macOS command-line examples (e.g., OpenSSL). There are no references to Linux-native tools or cross-platform approaches for key tasks such as certificate generation, which may hinder non-Windows users.
Recommendations
  • For every PowerShell-based example (such as certificate creation), provide equivalent Linux/macOS instructions using OpenSSL or other cross-platform tools.
  • Explicitly mention that certificate/key generation can be performed on any OS, and provide links or code snippets for Linux/macOS users.
  • Where possible, use neutral, cross-platform language and tools in examples, or at least present Windows and Linux options side by side.
  • Add a section or callout for Linux/macOS users, highlighting any OS-specific considerations or recommended tools.
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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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-12 00:00 #109 completed Biased Biased
2025-09-11 00:00 #108 completed Biased Biased
2025-09-10 00:00 #107 completed Biased Biased
2025-09-09 00:00 #106 completed Biased Biased
2025-08-13 00:00 #79 cancelled Clean Clean
2025-07-13 21:25 #47 cancelled Biased Biased
2025-07-13 21:17 #46 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