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
windows_tools
missing_linux_example
Summary
The documentation page exhibits a strong Windows and PowerShell bias. All command-line examples for credential management use PowerShell cmdlets, with no mention of Linux shell equivalents or cross-platform CLI tools. The creation and retrieval of credentials are demonstrated exclusively with Windows PowerShell, and the documentation references Windows-specific objects like PSCredential. The Python examples are provided, but there are no Bash, Azure CLI, or Linux-native instructions. The documentation does not address how Linux users can manage credentials outside of the Azure portal or Python SDK, nor does it mention cross-platform alternatives to PowerShell cmdlets.
Recommendations
  • Add Azure CLI examples for credential management, showing how to create, retrieve, and use credentials from Linux/macOS terminals.
  • Include Bash or shell script snippets for common credential operations, or clarify if such operations are not supported outside PowerShell.
  • Explicitly state platform limitations and provide guidance for Linux users, including links to relevant cross-platform tools or SDKs.
  • Reorder sections so that cross-platform or platform-neutral methods (e.g., Azure portal, REST API, Azure CLI) are presented before Windows/PowerShell-specific instructions.
  • Mention and link to documentation for managing credentials using REST API or SDKs in languages other than Python and PowerShell.
  • Clarify whether PowerShell Core (pwsh) on Linux/macOS is supported and provide examples if so.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress Biased Biased
2026-02-13 00:00 #374 in_progress Biased Biased
2026-02-12 00:00 #370 in_progress Biased Biased
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Biased Biased
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 completed Biased Biased
2026-02-03 00:00 #334 completed Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets