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 Bash and PowerShell examples for generating the protected settings JSON file, but the PowerShell example is presented after Bash and uses Unix-style command substitution (suggesting WSL or PowerShell Core on Linux/Mac). There is no exclusive use of Windows tools, nor are Windows-specific patterns or tools mentioned before Linux equivalents. The Azure CLI is used throughout, which is cross-platform, and kubectl commands are shown in Bash. However, the presence of a PowerShell example and its explicit labeling may suggest a slight Windows bias, especially since no explicit Linux-only or MacOS-only instructions are given, and the PowerShell example is not clearly marked as Windows-only.
Recommendations
  • Clarify which shell examples are for which platforms (e.g., label PowerShell as 'Windows PowerShell' and Bash as 'Linux/macOS Bash').
  • Provide explicit instructions for running PowerShell commands on Windows (e.g., using Windows PowerShell vs. PowerShell Core on Linux/macOS).
  • Add a note about running Azure CLI and kubectl on Windows, including any differences in authentication, file paths, or command syntax.
  • Ensure parity by including troubleshooting or setup notes for Linux and macOS users, such as permissions, environment variables, or file system differences.
  • If possible, provide a cross-platform script or highlight any platform-specific caveats for the commands shown.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #371 in_progress Biased Biased
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Biased Biased
2026-02-09 00:00 #359 completed Biased Biased
2026-02-08 00:00 #355 completed Biased Biased
2026-02-05 00:00 #343 completed Biased Biased
2026-02-04 00:00 #339 completed Biased Biased
2026-02-03 00:00 #335 completed Clean Clean
2026-02-02 00:00 #331 completed Biased Biased
2026-02-01 00:00 #327 completed Biased Biased
2026-01-31 00:00 #323 completed Biased Biased
2026-01-30 00:00 #319 completed Biased Biased
2026-01-27 00:00 #307 completed Biased Biased
2026-01-26 00:00 #303 completed Biased Biased
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