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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All scripting examples use PowerShell, and instructions direct users to use the Azure Portal's PowerShell environment (Azure Shell) without mentioning Bash or Linux alternatives. There are no Linux shell or cross-platform CLI examples for steps involving Microsoft Graph or service principal configuration. Windows-centric tools and patterns (PowerShell, Windows-style variable naming, error messages) are presented exclusively and/or before any CLI usage. Azure CLI is used only for later steps, but the initial configuration is PowerShell-only.
Recommendations
  • Provide equivalent Bash or Azure CLI examples for all PowerShell scripts, especially for Microsoft Graph and service principal configuration.
  • Explicitly mention that Azure Cloud Shell supports both Bash and PowerShell, and show how to select Bash.
  • Include Linux/macOS setup instructions and screenshots where appropriate.
  • Add troubleshooting notes for Linux environments, including common permission or environment differences.
  • Ensure that all error messages and code snippets are shown in both PowerShell and Bash/CLI formats 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
2026-01-11 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