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
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates notable Windows bias: all code samples use C#/.NET, which is most commonly associated with Windows development; the walkthrough references the Azure portal and the AccountManagement sample, which is a C# project with no mention of Linux or cross-platform usage. There are no examples or guidance for Linux/macOS users, such as using Python, Java, or CLI tools, nor is there mention of how to perform authentication outside the Windows/.NET ecosystem. The documentation refers to the 'Windows Azure Service Management API' and does not provide parity for Linux users.
Recommendations
  • Add examples for authenticating with Microsoft Entra ID using cross-platform languages (e.g., Python, Java) and SDKs.
  • Include instructions for registering applications and acquiring tokens using Azure CLI or REST APIs, which work on Linux/macOS.
  • Reference Linux/macOS compatibility for the Batch Management library and clarify any platform-specific requirements.
  • Provide links to sample projects or code for Linux/macOS environments.
  • Avoid using 'Windows Azure Service Management API' terminology exclusively; clarify that the API is accessible from any OS.
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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 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets