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 is heavily oriented towards Windows environments, with all AD FS management steps described using Windows GUI tools (Server Manager, AD FS Management snap-in) and PowerShell cmdlets. There are no Linux or macOS equivalents, nor any mention of cross-platform alternatives for AD FS setup, troubleshooting, or certificate management. Troubleshooting references only Windows Event Viewer. This creates friction for non-Windows users, who cannot follow key steps without access to a Windows system.
Recommendations
  • Clarify that AD FS is a Windows-only service, but explicitly state requirements for a Windows environment at the start.
  • Provide guidance for Linux/macOS users on how to interact with AD FS remotely (e.g., via web interfaces, REST APIs, or remote PowerShell sessions).
  • Offer alternative methods for certificate creation and management using cross-platform tools (e.g., OpenSSL) and explain how to transfer certificates to Windows.
  • Include troubleshooting steps that can be performed remotely or via command line, and mention any relevant logs accessible outside Windows Event Viewer.
  • If possible, suggest SAML identity providers that are cross-platform as alternatives to AD FS for non-Windows 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 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