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 by providing PowerShell-based instructions for creating Microsoft Entra application identities, with no equivalent CLI or Bash examples for Linux/macOS users. The only command-line automation shown is via PowerShell, and there is no mention of Azure CLI or other cross-platform tools. Additionally, the portal-based instructions reference Windows-centric patterns (e.g., 'sts.windows.net'), and Windows/PowerShell options are presented before any Linux alternatives, which are absent.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell instructions, especially for creating application identities and service principals.
  • Explicitly mention that Azure CLI can be used on Linux/macOS and provide sample commands.
  • Where possible, provide Bash script examples alongside PowerShell to ensure parity.
  • Clarify that the Azure portal is cross-platform, but avoid language or screenshots that imply Windows-only usage.
  • Reference documentation for Linux/macOS users where relevant (e.g., authentication, certificate management).
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets