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
windows_first
missing_linux_example
Summary
The documentation demonstrates a Windows bias by exclusively referencing Windows-specific tools (AD FS Management, Server Manager) and GUI workflows for configuring AD FS, with no mention of Linux equivalents or command-line alternatives. All examples and instructions assume a Windows Server environment, and there are no PowerShell or CLI examples, nor any guidance for Linux-based AD FS alternatives or integration patterns.
Recommendations
  • Provide command-line alternatives (e.g., PowerShell, Windows CLI) for AD FS configuration to support automation and remote management.
  • Explicitly state that AD FS is a Windows Server feature, and mention that there are no direct Linux equivalents, but suggest alternatives (such as using other OpenID Connect providers on Linux) where appropriate.
  • Include a section comparing AD FS with Linux-based identity providers (e.g., Keycloak, Gluu) and provide guidance for integrating those with Azure AD B2C.
  • If possible, link to documentation or community resources for OpenID Connect provider setup on Linux, and clarify the scope of the article.
  • Add a note about cross-platform considerations and recommend best practices for organizations with mixed OS environments.
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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 Biased Biased
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-13 00:00 #110 completed Biased Biased
2025-08-13 00:00 #79 cancelled Biased Biased
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