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 strong Windows bias. All AD FS configuration steps are described exclusively using Windows GUI tools (Server Manager, AD FS Management snap-in) and PowerShell cmdlets, with no mention of Linux equivalents or cross-platform alternatives. Troubleshooting guidance is focused on Windows Event Viewer. There are no examples or instructions for performing any step on Linux or macOS, nor is it acknowledged that AD FS is a Windows-only technology, which could help set expectations for non-Windows users.
Recommendations
  • Clearly state early in the documentation that AD FS is a Windows Server technology and requires Windows for configuration and management.
  • Where possible, provide PowerShell command-line alternatives for all GUI steps, and ensure these are presented alongside or before GUI instructions.
  • If any steps (such as certificate generation or SAML metadata inspection) can be performed on Linux/macOS, provide equivalent OpenSSL or command-line examples.
  • For troubleshooting, mention cross-platform tools (such as reading logs remotely, or using SAML-tracer browser extensions) where appropriate.
  • If Linux-based SAML identity providers are supported, link to or reference documentation for configuring those as alternatives.
  • Explicitly acknowledge the Windows dependency for AD FS and suggest alternatives for Linux environments, such as Shibboleth or SimpleSAMLphp, 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
2026-01-12 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