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 clear Windows bias. All examples and procedures for configuring AD FS are based on Windows tools such as Server Manager, AD FS Management snap-in, Event Viewer, and PowerShell cmdlets. There are no references to Linux equivalents, nor any guidance for performing similar tasks on non-Windows platforms. Troubleshooting steps and AD FS management are exclusively described using Windows GUI and command-line tools, with no mention of cross-platform or Linux-compatible alternatives.
Recommendations
  • Explicitly state that AD FS is a Windows-only service, but clarify any Azure AD B2C steps that are platform-agnostic.
  • Where possible, provide guidance for SAML identity provider integration using open-source or Linux-based SAML providers (e.g., Shibboleth, SimpleSAMLphp) alongside AD FS.
  • Include troubleshooting steps for SAML integration that are not dependent on Windows tools, such as using SAML-tracer browser extensions, curl, or openssl for certificate inspection.
  • If PowerShell is required, mention alternatives for scripting on Linux (e.g., PowerShell Core, Bash scripts) and clarify which steps are strictly Windows-only.
  • Add notes or links for users who may be running Azure AD B2C integration from non-Windows environments, explaining what parts of the process are platform-dependent.
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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