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. PowerShell is repeatedly mentioned as a primary automation tool for tasks such as creating virtual networks and key vaults, with no explicit mention of Linux alternatives (e.g., Bash, Azure CLI on Linux) in those contexts. Visual Studio, a Windows-centric IDE, is referenced as a deployment tool, and Windows-specific plugin names are used in configuration examples. Although the Azure portal and ARM templates are mentioned (which are cross-platform), the ordering and emphasis tend to favor Windows tools and patterns first.
Recommendations
  • Include explicit Azure CLI (cross-platform) examples alongside or before PowerShell examples for all resource creation tasks.
  • Mention Linux-compatible deployment tools (such as VS Code, Azure CLI, or Terraform) in parallel with Visual Studio.
  • Clarify that Azure CLI commands can be run on Linux, macOS, and Windows, and provide links to relevant documentation.
  • Ensure configuration examples and plugin references are not Windows-specific unless required, and note any platform dependencies.
  • Add a section or note highlighting cross-platform support and best practices for Linux users.
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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