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 demonstrates a Windows bias by providing detailed PowerShell examples for generating and retrieving managed identities, referencing PowerShell commands for obtaining application IDs, and mentioning the Azure portal and PowerShell as the primary creation methods before SDK and REST API. There are no equivalent examples or instructions for Linux users (e.g., Azure CLI, Bash), and no mention of cross-platform alternatives. The documentation assumes familiarity with Windows-centric tooling and omits Linux-native workflows.
Recommendations
  • Add Azure CLI examples for all operations currently shown only with PowerShell (e.g., creating, updating, retrieving managed identities).
  • Explicitly mention Azure CLI and Bash as supported methods alongside PowerShell and Azure portal.
  • Present cross-platform command-line examples (Azure CLI, Bash) before or alongside PowerShell examples to avoid Windows-first ordering.
  • Include notes or links for Linux users on how to perform equivalent tasks, ensuring parity in guidance and tooling.
  • Review all code samples and ensure each PowerShell example has a corresponding Azure CLI/Bash example.
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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
2025-09-08 00:00 #105 completed 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