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, specifically referencing Windows-only tools (AD FS Management snap-in, Event Viewer, Server Manager) and PowerShell cmdlets for configuration and troubleshooting. There are no Linux or cross-platform alternatives or examples provided for key steps such as certificate creation, AD FS management, or log inspection. All procedural instructions assume a Windows server environment and do not mention or address Linux-based AD FS alternatives or how to interact with AD FS from non-Windows systems.
Recommendations
  • Provide equivalent command-line or UI instructions for managing AD FS from non-Windows environments, if possible (e.g., via REST APIs, if available).
  • Include examples for certificate creation and management using cross-platform tools such as OpenSSL.
  • Document how to interact with AD FS from Linux or macOS clients, or clarify that AD FS is a Windows-only technology if that is the case.
  • For PowerShell commands, suggest alternatives using cross-platform scripting or remote management tools, or note the requirement for Windows.
  • Where troubleshooting steps reference Windows Event Viewer, suggest how to access logs remotely or via command-line tools that may be available on other platforms.
  • Clearly state any platform limitations early in the documentation, and provide guidance for users on non-Windows platforms.
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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