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:
⚠️ windows_first
⚠️ powershell_heavy
⚠️ missing_linux_example
Summary:
The documentation demonstrates a Windows bias in several areas: when describing how to obtain an authentication token, it lists Azure CLI and PowerShell, but the PowerShell example is specifically called out, and there is no explicit mention of Linux or bash/zsh shell equivalents. The SDK example is .NET-focused, which is more common on Windows. There are no Linux-specific command-line examples or references to Linux-native tools. The documentation assumes familiarity with Windows-centric tools and patterns, and does not provide parity for Linux users.
Recommendations:
  • Provide explicit bash/zsh/Linux shell examples for obtaining tokens (e.g., using curl, jq, or az CLI in bash).
  • List Azure CLI (which is cross-platform) before PowerShell, and clarify that CLI commands work on Linux/macOS as well as Windows.
  • Include code snippets or instructions for Linux users wherever PowerShell or Windows-specific tools are mentioned.
  • Offer SDK usage examples in other languages common on Linux (e.g., Python, Java, Node.js), or at least reference their documentation.
  • Explicitly state that the APIs and tools are cross-platform where applicable, and provide guidance for both Windows and Linux environments.
GitHub Create pull request

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

Flagged Code Snippets