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
Summary
The documentation provides both Linux (Ubuntu/k3s) and Windows (AKS/PowerShell) examples for configuring kubectl access, but the Windows/PowerShell instructions are presented immediately after the Linux section and use PowerShell-specific syntax. The AKS tab assumes a Windows environment by default, and the instructions for running commands on the cluster machine are PowerShell-centric, with no mention of Linux equivalents for AKS. Other tooling and examples (kubectl, k9s, MQTT tools) are cross-platform and use bash/console syntax, but the AKS section is notably Windows-biased.
Recommendations
  • For AKS, provide equivalent Linux/bash instructions alongside PowerShell, or clarify that both Windows and Linux are supported for AKS cluster management.
  • Explicitly state platform requirements or options for each example (e.g., 'On Windows, use PowerShell; on Linux, use bash').
  • Ensure that Linux examples are given equal prominence and detail as Windows examples, especially in sections where Windows/PowerShell is currently assumed.
  • Consider reordering or merging platform-specific instructions so that neither platform is presented as the default or primary option.
  • Add notes about tool availability and usage on both Windows and Linux for all major steps.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets