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
missing_linux_example
windows_tools
windows_first
Summary
The documentation page demonstrates a strong Windows bias, particularly in its use of Azure PowerShell for all command-line examples and the exclusive reference to the Azure Portal (a web UI that is most familiar to Windows users). There are no equivalent examples using cross-platform tools such as Bash, curl, or Azure CLI, which are more common in Linux and macOS environments. The documentation does not mention or provide Linux-native workflows, and the only scripting examples are in PowerShell, a Windows-centric shell (despite its cross-platform availability, it is still less common on Linux).
Recommendations
  • Provide equivalent examples using Bash and curl for token generation and API calls.
  • Include Azure CLI commands for relevant operations, as Azure CLI is cross-platform and widely used on Linux.
  • Explicitly mention that PowerShell examples can be run on Linux/macOS, or provide installation instructions for PowerShell Core if required.
  • Where possible, use generic HTTP tools (e.g., curl, httpie) for API calls to demonstrate platform-agnostic workflows.
  • Balance the order of examples: present Linux/cross-platform examples before or alongside Windows/PowerShell examples.
  • Reference Linux/macOS environments in prerequisites and instructions, not just Windows/Portal-centric workflows.
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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
2026-01-12 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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-14 00:00 #111 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-07-15 00:00 #51 completed Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets