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
missing_linux_example
windows_first
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows-specific tools (such as Server Manager and AD FS Management MMC), and does not provide any Linux-based alternatives or command-line instructions for managing AD FS. All configuration steps for AD FS are described using GUI tools available only on Windows Server, with no mention of PowerShell, CLI, or cross-platform approaches. There are no Linux or non-Windows examples for AD FS setup, and the documentation implicitly assumes the administrator is operating in a Windows environment.
Recommendations
  • Provide PowerShell command-line equivalents for all AD FS configuration steps, as PowerShell can be run on Windows Server Core and remotely.
  • Explicitly mention that AD FS is a Windows Server feature, but clarify what steps (if any) can be performed from non-Windows environments (e.g., via remote PowerShell, REST APIs, or Azure CLI).
  • If possible, reference or link to any open-source or third-party tools that allow AD FS management from Linux or macOS, or clarify that such options are not available.
  • Add a note early in the prerequisites section stating that AD FS management is only supported on Windows Server, and suggest alternatives for Linux-based identity providers if relevant.
  • Where possible, provide parity by showing how to configure a generic OpenID Connect provider using Linux-based identity solutions (such as Keycloak or IdentityServer) as a comparative example.
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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