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_first
missing_linux_example
Summary
The documentation page demonstrates a mild Windows bias by mentioning RDP (Windows) connectivity first and providing a direct link to Entra ID authentication for RDP connections (Windows) in the introductory note. Kerberos authentication is discussed only in the context of domain-joined Windows VMs, with no equivalent mention for Linux. While SSH and Linux VM connectivity are referenced, examples and guidance for Linux are less prominent and often appear after Windows-specific features. There are no explicit Linux command-line or tool examples, and Windows-centric authentication and management patterns (Kerberos, RDP) are described in detail before Linux alternatives.
Recommendations
  • Provide Linux-specific examples and guidance with equal prominence, including links to SSH authentication and management for Linux VMs.
  • Include explicit references to Linux tools and workflows (e.g., SSH key management, Linux session monitoring) alongside Windows/RDP features.
  • Ensure that Linux and Windows features are presented in parallel sections or with equal detail, rather than Windows-first.
  • Add examples or links for Linux-specific authentication methods (such as certificate-based SSH, PAM integration, etc.) where relevant.
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Scan History

Date Scan Status Result
2026-01-16 00:00 #258 completed Clean Clean
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
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-04 00:00 #101 completed Clean Clean