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_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page demonstrates a significant Windows bias. All configuration steps for AD FS rely exclusively on Windows-specific tools such as Server Manager, AD FS Management snap-in, and PowerShell cmdlets. Troubleshooting instructions reference Windows Event Viewer only. There are no Linux/macOS equivalents, nor any mention of cross-platform alternatives for managing AD FS or viewing logs. Windows tools and patterns are presented as the only option, with no parity for Linux or macOS users.
Recommendations
  • Explicitly state that AD FS is a Windows-only technology and clarify platform requirements at the top of the document.
  • Where possible, mention that all AD FS management and troubleshooting steps require Windows Server and are not available on Linux/macOS.
  • If any cross-platform SAML identity providers are supported, provide equivalent instructions or links for those platforms.
  • For certificate creation and management, include Linux/macOS command-line examples (e.g., using OpenSSL) alongside Windows instructions.
  • For troubleshooting, suggest alternative log inspection methods if supported by Azure AD B2C or SAML providers on non-Windows platforms.
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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
2025-09-14 00:00 #111 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-08-13 00:00 #79 cancelled Clean Clean
2025-07-13 21:17 #46 cancelled Biased Biased
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