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
windows_first
Summary
The documentation page demonstrates a moderate Windows bias. Windows-centric tools and patterns (PowerShell, Visual Studio, RemoteAccess/RemoteForwarder plugins) are mentioned frequently and often before Linux alternatives. PowerShell is listed as a primary automation option for creating resources, and Visual Studio is referenced as a deployment tool, with no mention of Linux IDEs or workflows. While Azure CLI and ARM templates are mentioned, examples and instructions tend to favor Windows tools, and there are no explicit Linux shell or cross-platform examples.
Recommendations
  • Provide explicit Linux shell (bash) examples alongside PowerShell for resource creation and management.
  • Mention cross-platform IDEs (such as VS Code) and workflows for deployment, not just Visual Studio.
  • Clarify that Azure CLI is cross-platform and provide sample CLI commands for key steps.
  • Avoid using Windows-specific plugin/module names in examples unless necessary, or explain Linux equivalents if available.
  • List Azure CLI before PowerShell when presenting options, or present both together to avoid Windows-first ordering.
  • Add notes or links for Linux users regarding certificate management and packaging workflows.
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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
2025-08-17 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