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
windows_first
windows_tools
missing_linux_example
Summary
The documentation page presents several examples and references that prioritize Windows and PowerShell usage, with Linux equivalents mentioned less prominently or omitted. Windows tools and patterns (e.g., PowerShell, Windows containers, Windows-specific ARM templates) are referenced before or instead of Linux alternatives. Some sections, such as API access and DevOps, focus on PowerShell and Windows-specific workflows, while Linux guidance is less detailed or missing. Example ARM templates and networking scenarios are Windows-centric, and Linux-specific instructions are often relegated to links or brief mentions.
Recommendations
  • Provide Linux CLI (az, bash) examples alongside PowerShell commands, especially for API access and cluster management.
  • Include Linux-focused ARM template samples and reference them equally with Windows examples.
  • Clarify when instructions or features apply to both Windows and Linux clusters, and explicitly note any differences.
  • Add more Linux-specific networking scenarios and troubleshooting steps.
  • Ensure that DevOps and automation examples include Linux agent workflows, not just classic PowerShell tasks.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets