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 is largely cross-platform, focusing on Azure CLI and kubectl commands, which are available on Windows, Linux, and macOS. However, there are subtle signs of Windows bias: Windows and macOS are mentioned before Linux in the kubelogin installation section, and Azure CLI is referenced as the primary tool for role assignments and cluster management, which is often associated with Windows/PowerShell usage. Additionally, the instructions for editing files use 'vi', which is common on Linux/macOS but not on Windows, yet no explicit Windows editor alternatives are provided. The documentation does not provide PowerShell-specific examples, but Azure CLI is often used in Windows environments.
Recommendations
  • In the kubelogin installation section, mention Linux first or equally alongside Windows and macOS, and provide explicit package manager installation instructions for Linux distributions (e.g., apt, yum, brew).
  • Clarify that Azure CLI and kubectl commands are cross-platform and provide links or notes for Windows-specific usage (e.g., PowerShell syntax, file path conventions).
  • When referencing editing files (e.g., 'sudo vi'), suggest alternatives for Windows users, such as Notepad++ or PowerShell editors.
  • Ensure all examples and instructions are equally applicable to Linux, macOS, and Windows, and explicitly state cross-platform compatibility where relevant.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Biased Biased
2026-02-16 00:00 #387 in_progress Clean Clean
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Biased Biased
2026-02-13 00:00 #375 in_progress Clean Clean
2026-02-12 00:00 #371 in_progress Clean Clean
2026-02-11 00:00 #367 in_progress Biased Biased
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Clean Clean
2026-02-05 00:00 #343 completed Clean Clean
2026-02-04 00:00 #339 completed Clean Clean
2026-01-14 00:00 #251 completed Clean Clean
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 Clean Clean
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets