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 Windows bias by exclusively referencing Windows-specific tools (AD FS Management snap-in, Server Manager, Event Viewer), providing PowerShell commands for configuration, and omitting any mention of Linux equivalents or cross-platform alternatives. All administrative steps and troubleshooting are described using Windows UI and tooling, with no guidance for Linux-based AD FS deployments or command-line alternatives.
Recommendations
  • Provide equivalent instructions for managing AD FS using command-line tools (where possible) that are available on Linux, or clarify AD FS is Windows-only and suggest alternatives for Linux environments.
  • Mention that AD FS is a Windows Server feature, and for Linux users, suggest SAML-compatible alternatives (e.g., Shibboleth, SimpleSAMLphp) and link to relevant integration guides.
  • Include troubleshooting steps that can be performed via command-line (e.g., PowerShell Core, Windows Admin Center, or remote management tools) and clarify remote access options from non-Windows systems.
  • Explicitly state platform requirements and limitations early in the documentation, so Linux administrators are aware of the Windows dependency.
  • Where PowerShell is used, note if PowerShell Core (cross-platform) can be used, or provide REST API alternatives if available.
GitHub Create Pull Request

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