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
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation is heavily biased toward Windows environments. All configuration steps for the on-premises environment, user/group management, and certificate creation are described using Windows tools (Server Manager, MMC, Remote Desktop, PowerShell). There are no Linux/macOS equivalents or alternative instructions, and Windows-specific terminology and screenshots dominate. Even infrastructure setup scripts are exclusively PowerShell, with no mention of Azure CLI, Bash, or cross-platform alternatives.
Recommendations
  • Provide equivalent instructions for Linux-based domain controllers (e.g., using Samba/SSSD for Active Directory integration).
  • Include Azure CLI and Bash script examples alongside PowerShell for resource creation and networking.
  • Describe how to manage users/groups in Microsoft Entra ID using the Azure portal or cross-platform tools, not just Windows MMC.
  • Offer guidance for certificate creation and export using OpenSSL or other cross-platform utilities.
  • Clarify which steps require Windows and which can be performed from any OS, and offer alternatives where possible.
  • Add screenshots and walkthroughs for Linux/macOS environments where relevant.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets