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
windows_first
Summary
The documentation page exhibits several Windows biases. Many steps, especially those involving Azure AD and Key Vault permissions, use PowerShell commands and Windows-centric tooling (e.g., Microsoft Graph SDK for PowerShell) without offering equivalent Bash or Linux-native alternatives. PowerShell is used for scripting and variable assignment, even though the Azure CLI is cross-platform. Windows tools and patterns (like Out-String, ConvertFrom-Json) are referenced, and the instructions for service principal creation and policy assignment are Windows-first. Linux examples are present for VM creation and attestation, but the overall scripting workflow assumes a Windows/PowerShell environment.
Recommendations
  • Provide Bash or Azure CLI-only alternatives for all scripting steps, especially those currently shown only in PowerShell.
  • Replace or supplement PowerShell-specific commands (e.g., Out-String, ConvertFrom-Json) with cross-platform equivalents (e.g., jq for JSON parsing in Bash).
  • Explicitly mention and demonstrate how to perform prerequisite steps (such as service principal creation and policy assignment) on Linux/macOS environments.
  • Ensure that all examples and scripts are runnable in Azure Cloud Shell (Bash) and do not require PowerShell unless strictly necessary.
  • Where Windows tools or SDKs are referenced, provide links or instructions for Linux equivalents or clarify cross-platform compatibility.
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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
2025-08-17 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

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