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
windows_first
Summary
The documentation page demonstrates a bias toward Windows environments, particularly in the administrator troubleshooting section. PowerShell is exclusively used for command-line examples, and there is no mention of Linux or cross-platform alternatives (such as Bash, Azure CLI, or platform-neutral instructions) for managing service principals or installing required tools. The troubleshooting steps and installation instructions assume a Windows environment and do not provide guidance for Linux or macOS users.
Recommendations
  • Provide equivalent command-line instructions using Azure CLI, which is cross-platform, for service principal creation and management.
  • Include Bash or shell script examples for Linux/macOS users alongside PowerShell commands.
  • Mention installation steps for Microsoft Graph and other required packages on Linux/macOS, not just PowerShell/Windows.
  • Clarify which steps are platform-agnostic and which require OS-specific tooling, and provide alternatives where possible.
  • Add notes or links to official documentation for Linux/macOS users on how to perform Azure AD administrative tasks.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets