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
Summary
The documentation page generally aims for cross-platform coverage, but there are several signs of Windows bias. Windows SSH client options are listed first and in greater detail, including PowerShell cmdlets and graphical tools like PuTTY and MobaXterm. Azure PowerShell is mentioned before Azure CLI in cluster creation examples, and PowerShell-specific parameters are described in detail. Linux/Unix commands are present, but Windows tools and patterns are often introduced before their Linux equivalents, and some advanced SSH configuration steps are described as working 'with Bash on Windows 10', reinforcing a Windows-centric approach.
Recommendations
  • Present Linux/Unix examples and tools before Windows-specific ones to avoid implicit prioritization.
  • Include more explicit Linux/Unix command-line examples for cluster creation and management, not just Azure CLI.
  • Balance PowerShell and CLI coverage, ensuring CLI examples are as detailed and prominent as PowerShell ones.
  • List graphical SSH clients in a neutral order, and mention popular Linux graphical clients (e.g., GNOME Terminal, Konsole) if relevant.
  • Clarify which steps are universal and which are platform-specific, and avoid phrasing that centers Windows as the default environment.
  • Add troubleshooting and configuration notes for Linux/Unix SSH clients, not just for Windows.
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