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
windows_first
powershell_heavy
Summary
The documentation provides a balanced overview of SSH usage across platforms, but there is a slight Windows bias. Windows-specific SSH client options (OpenSSH, Bash on Ubuntu on Windows, Azure Cloud Shell, Git, PuTTY, MobaXterm) are listed in detail, while Linux/Unix/macOS are mentioned generically as having ssh/scp by default. Azure PowerShell is featured prominently in cluster creation examples, with parameters and cmdlets described before Azure CLI equivalents. Windows tools and patterns (PowerShell, graphical clients) are given more explanation and visibility than Linux-native alternatives.
Recommendations
  • Provide equal detail for Linux/Unix/macOS SSH client usage, including installation steps for less common distributions.
  • List Azure CLI examples before or alongside Azure PowerShell examples to avoid Windows-first ordering.
  • Include Linux-native graphical SSH clients (e.g., GNOME Terminal, Konsole, Remmina) in the SSH client section.
  • Add explicit Linux shell commands for cluster creation and management, not just Azure CLI.
  • Clarify that most examples are cross-platform and highlight any platform-specific differences.
GitHub Create Pull Request

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
2026-01-11 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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets