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
windows_tools
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows-specific features and examples, such as RDP and Kerberos authentication for domain-joined Windows VMs, and referencing Windows-centric tools and patterns (e.g., RDP, Kerberos, Entra ID authentication for RDP). Linux-specific guidance is minimal and often referenced only as a link, with no detailed examples or parity in explanation. Windows tools and authentication mechanisms are described in detail, while Linux equivalents (such as SSH key management and session recording for SSH) are mentioned briefly or omitted.
Recommendations
  • Provide detailed Linux-specific examples alongside Windows examples, such as step-by-step SSH connection and session management guidance.
  • Include Linux authentication mechanisms (e.g., PAM, SSH certificate authentication) and explain how to secure Linux VMs using Azure Bastion.
  • Offer parity in documentation for Kerberos-like authentication for Linux (e.g., integration with LDAP or FreeIPA) if supported.
  • Ensure that session recording, monitoring, and logging instructions explicitly cover both RDP (Windows) and SSH (Linux) scenarios.
  • Reference Linux tools and patterns (e.g., OpenSSH, Linux user management) with equal prominence to Windows tools.
  • Avoid mentioning Windows features first; alternate or parallelize Windows and Linux guidance throughout the documentation.
GitHub Create Pull Request

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