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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation exhibits a moderate Windows bias. Windows-based build agents ('windows-latest') are used by default for C# and PowerShell examples, with Linux agents ('ubuntu-latest') only mentioned for Java, JavaScript, and Python. Windows examples and terminology (e.g., PowerShell, Windows-based function apps) are often presented first or exclusively. The default deployment type is Windows, and Linux-specific instructions are sometimes secondary or require explicit configuration. There is limited discussion of Linux/macOS developer workflows outside of the YAML agent selection, and PowerShell is included as a primary language example, which is Windows-centric.
Recommendations
  • Present Linux/macOS examples and agent options alongside Windows examples, not after or as an alternative.
  • For C# and PowerShell, provide both 'windows-latest' and 'ubuntu-latest' agent YAML samples, noting any platform-specific requirements.
  • Clarify cross-platform compatibility for all build and deployment steps, especially for .NET and PowerShell.
  • Add explicit notes or sections for Linux/macOS developer workflows, including common tools and patterns.
  • Avoid presenting Windows as the default; instead, show both Windows and Linux options equally.
  • For PowerShell, mention cross-platform alternatives (e.g., bash, pwsh on Linux) and provide Linux-compatible examples where possible.
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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
2026-01-12 00:00 #243 cancelled 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
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-31 00:01 #97 cancelled Biased Biased
2025-08-12 00:00 #78 cancelled Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets