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
powershell_heavy
windows_first
Summary
The documentation provides both Azure CLI and PowerShell examples for creating VMs from specialized images, but the PowerShell examples are significantly more detailed and complex, including full networking setup, while CLI examples are minimal. PowerShell is a Windows-centric tool, and its prominence and depth may create friction for Linux/macOS users. Additionally, PowerShell examples are consistently shown after CLI, but the CLI examples are less comprehensive. No Linux-specific tools or shell examples (e.g., Bash scripting) are provided, and the documentation does not mention cross-platform alternatives for PowerShell tasks.
Recommendations
  • Expand Azure CLI examples to include full VM/network setup, matching the detail of PowerShell examples.
  • Add Bash shell scripting examples for Linux/macOS users, especially for tasks like network configuration.
  • Clarify that PowerShell examples are primarily for Windows users and suggest CLI or Bash for Linux/macOS.
  • Ensure CLI examples are as comprehensive as PowerShell, covering all steps needed for VM creation.
  • Consider referencing cross-platform tools or workflows where possible.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-26 00:00 #304 completed Biased Biased
2026-01-24 00:00 #296 completed Biased Biased
2026-01-23 00:00 #292 failed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets