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 demonstrates a strong Windows bias: all administrative steps for configuring AD FS are described using Windows-only tools such as Server Manager, AD FS Management snap-in, Event Viewer, and PowerShell cmdlets. There are no Linux or cross-platform alternatives or notes, and Windows-specific patterns are always presented first and exclusively. Troubleshooting and configuration guidance assumes a Windows environment throughout.
Recommendations
  • Explicitly note that AD FS is a Windows Server technology and clarify platform requirements early in the documentation.
  • Where possible, provide equivalent SAML identity provider configuration steps for common Linux-based SAML providers (e.g., Shibboleth, SimpleSAMLphp) or link to relevant guides.
  • For certificate creation and management, include Linux/OpenSSL command-line examples alongside any Windows-specific instructions.
  • For troubleshooting, suggest generic SAML troubleshooting tools (such as SAML-tracer browser extension, or logs from Linux SAML IdPs) in addition to Windows Event Viewer.
  • If PowerShell is required, clarify that these steps are only for AD FS on Windows, and suggest alternative approaches for non-Windows environments where feasible.
  • Consider adding a section or links for users who wish to integrate with non-Windows SAML providers, outlining the differences and additional considerations.
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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