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_tools
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. While it does not explicitly present Windows or PowerShell commands as primary examples, it references PowerShell APIs and Windows-centric tools (such as PowerShell and Nunit) without providing equivalent Linux or cross-platform alternatives. There are no explicit Linux shell, Bash, or CLI examples, and the documentation assumes familiarity with Windows-based DevOps tooling. The mention of PowerShell APIs and Nunit for testing, without mentioning Linux-friendly alternatives (e.g., Bash, pytest, xUnit), further reinforces this bias. Additionally, there are no explicit instructions or examples for Linux users, and no mention of cross-platform command-line tools.
Recommendations
  • Provide equivalent Linux/Bash/CLI examples alongside any PowerShell or Windows-specific instructions.
  • Mention and provide examples for cross-platform testing frameworks (e.g., pytest for Python, xUnit for .NET) in addition to Nunit.
  • When referencing PowerShell APIs, also mention Azure CLI or REST API alternatives that are platform-agnostic.
  • Explicitly state when a tool or method is cross-platform, and clarify any platform-specific limitations.
  • Include troubleshooting steps or automation examples that work on Linux agents (e.g., using Bash scripts in Azure Pipelines).
  • Review all references to Windows tools and ensure Linux equivalents are documented and easy to find.
GitHub Create Pull Request

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
2025-09-08 00:00 #105 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
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