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 page exhibits several signs of Windows bias. The instructions for connecting to the VM use RDP (Remote Desktop Protocol), which is primarily a Windows technology, and do not mention SSH or Linux-based access methods. The example for accessing the SQL Database from the VM assumes the use of PowerShell and SQL Server Management Studio, both Windows-centric tools, with no mention of Linux alternatives (such as Bash, sqlcmd, or Azure Data Studio). Throughout, Windows tools and patterns are presented exclusively, with no parity for Linux users.
Recommendations
  • Add instructions for connecting to the VM via SSH, including steps for Linux and macOS users.
  • Provide examples of accessing the SQL Database from the VM using cross-platform tools such as sqlcmd or Azure Data Studio.
  • Include Bash shell commands alongside PowerShell for deployment and validation steps.
  • Mention and demonstrate Linux-compatible remote desktop clients (e.g., Remmina, rdesktop) if RDP is required, or suggest using Linux VMs for testing.
  • Ensure that all steps (deployment, validation, cleanup) have both Windows and Linux command-line examples.
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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets