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
missing_linux_example
windows_tools
Summary
The documentation provides only PowerShell-based examples and commands for installing MetalLB and observability modules, with no Linux/macOS shell equivalents. It assumes the use of PowerShell (e.g., $variables, start-sleep), which is uncommon on Linux/macOS. This creates friction for non-Windows users attempting to follow the instructions.
Recommendations
  • Provide equivalent Bash shell examples for all PowerShell commands, using standard Linux/macOS CLI syntax.
  • Clarify whether commands must be run on Windows, or if they can be executed from any OS with the Azure CLI and kubectl installed.
  • Replace PowerShell-specific constructs (e.g., $variables, start-sleep) with cross-platform alternatives in Bash.
  • Explicitly mention OS requirements and provide guidance for Linux/macOS users where applicable.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets