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
Summary
The documentation page exhibits a Windows bias by providing PowerShell-heavy examples, especially for application registration and Azure DevOps setup, and by referencing Windows tools and workflows (e.g., PowerShell ISE) before or instead of Linux equivalents. While some bash/Azure CLI examples are present, key automation and DevOps steps are only shown in PowerShell, with no Linux shell alternatives. Linux prerequisites and deployment steps are covered, but the overall flow and examples favor Windows users.
Recommendations
  • Provide equivalent bash or shell script examples for all PowerShell scripts, especially for application registration and Azure DevOps setup.
  • Include explicit instructions for running scripts on Linux/macOS environments, not just Windows/PowerShell ISE.
  • Avoid referencing Windows-specific tools (e.g., PowerShell ISE) without mentioning Linux alternatives (e.g., VS Code, bash).
  • Ensure all major workflows (service principal creation, app registration, DevOps setup) have both Windows and Linux command examples, presented side-by-side or with clear parity.
  • Add notes or sections clarifying platform differences and how to adapt scripts for Linux environments.
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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
2025-08-22 00:01 #88 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets