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 (bash) and Windows/AKS (PowerShell) examples for configuring kubectl access, but the AKS/PowerShell instructions are presented second, and the PowerShell example is more verbose and detailed. There is a slight Windows bias in the explicit mention of opening a PowerShell prompt and the use of Windows-specific scripting constructs, while Linux instructions use standard bash. However, most other tooling (kubectl, k9s, mosquitto, mqttui, MQTT Explorer) is cross-platform and the examples are generally platform-agnostic.
Recommendations
  • Present Linux and Windows instructions in parallel (side-by-side tabs or sections) to avoid implicit prioritization.
  • Clarify that AKS can be managed from Linux as well, and provide bash equivalents for PowerShell commands where possible.
  • Explicitly mention that tools like kubectl, k9s, mosquitto, mqttui, and MQTT Explorer are available on both platforms, and link to installation instructions for both.
  • Where PowerShell is used, offer bash alternatives for Linux users, especially for scripting or token extraction steps.
  • Review screenshots and UI instructions to ensure they are not Windows-centric (e.g., referencing Windows terminal features or file paths).
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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