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 strong Windows bias by exclusively referencing Windows-specific tools (AD FS Management snap-in, Server Manager, Event Viewer), providing PowerShell-only examples for configuration, and omitting any mention of Linux alternatives or cross-platform approaches for AD FS management or troubleshooting. All procedural steps assume a Windows environment and do not address scenarios for administrators using Linux or non-Windows platforms.
Recommendations
  • Add notes or sections clarifying that AD FS is a Windows-only technology, but acknowledge cross-platform SAML providers and how they might integrate with Azure AD B2C.
  • Where possible, provide equivalent steps or references for managing SAML identity providers from Linux (e.g., using open-source SAML IdPs like Shibboleth or SimpleSAMLphp) and how to configure them with Azure AD B2C custom policies.
  • For certificate creation and management, include Linux/openssl command-line examples alongside Windows instructions.
  • When discussing troubleshooting, mention how to access logs or debug SAML transactions from non-Windows environments, such as using syslog or application logs in Linux-based SAML providers.
  • Clearly indicate in prerequisites that the guide is specific to AD FS (Windows), and link to documentation for integrating other SAML providers on different 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