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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows bias primarily by referencing Windows-centric tools and patterns (such as PowerShell remoting and RDP) before or instead of Linux equivalents. Examples and recommendations for remote management mention PowerShell and RDP, but do not provide equal emphasis or examples for Linux tools (such as SSH or Linux-native management practices). There are no Linux-specific command examples, and the documentation assumes familiarity with Microsoft/Windows-centric security tooling and identity platforms, with little mention of open-source or Linux-native alternatives.
Recommendations
  • When discussing remote management, provide parallel examples for both Windows (PowerShell, RDP) and Linux (SSH, SCP, Linux-native management tools).
  • List SSH before or alongside RDP and PowerShell remoting, and clarify that SSH is the standard for Linux VM management.
  • Include Linux-specific security best practices and tools (e.g., SELinux, iptables, fail2ban) where appropriate.
  • Offer example commands or configuration snippets for both Windows and Linux environments when discussing security controls or remote access.
  • Reference open-source identity and authentication solutions (such as SSSD, PAM, or integration with Azure AD via Linux tooling) where relevant.
  • Ensure that documentation language and examples are inclusive of both Windows and Linux users, especially in sections on VM management, authentication, and monitoring.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed 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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased