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

Bias Types:
⚠️ powershell_heavy
⚠️ windows_first
⚠️ windows_tools
Summary:
The documentation repeatedly references PowerShell and Azure CLI scripts as primary automation methods, often listing PowerShell before Azure CLI. There is no mention of Linux-specific tools or workflows, and PowerShell (a traditionally Windows-centric tool) is emphasized for tasks such as registering applications, granting permissions, and obtaining tokens. While cURL and Python are mentioned for API access, the overall pattern prioritizes Windows-native tools and patterns, with no explicit Linux parity.
Recommendations:
  • Provide explicit Linux and macOS instructions and examples alongside or before PowerShell, especially for automation tasks.
  • Highlight Azure CLI as a cross-platform tool and give it equal or greater prominence than PowerShell.
  • Include bash shell script examples and references to native Linux tools where appropriate.
  • Clarify that PowerShell Core is cross-platform if recommending it, or otherwise avoid implying PowerShell is the default.
  • Add screenshots and walkthroughs using Linux environments (e.g., Azure Cloud Shell, Ubuntu terminal) where possible.
  • Ensure that all code snippets and instructions are validated on both Windows and Linux platforms.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased