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
Summary
The documentation page provides code examples exclusively in C#, a language most commonly associated with Windows development. There are no examples or mentions of Linux-specific tools, shell commands, or cross-platform patterns. The asynchronous programming model is described using C# constructs (Tasks, SemaphoreSlim), with no equivalent examples for Linux-preferred languages (e.g., Python, JavaScript) or shell scripting. The documentation references .NET Framework (Windows-centric) before mentioning .NET Standard, and does not provide parity for Linux or open-source developer workflows.
Recommendations
  • Add code examples in Linux-preferred languages such as Python and JavaScript, demonstrating equivalent asynchronous patterns for sending and settling messages.
  • Include references to cross-platform tools and environments, such as Azure CLI or Bash scripting, where relevant.
  • When discussing protocols and APIs, mention Linux and open-source development environments explicitly, and provide guidance for those platforms.
  • Reorder references so that cross-platform or Linux-friendly options (e.g., .NET Standard, Java, Python) are mentioned before or alongside Windows/.NET Framework options.
  • Clarify that the concepts and APIs apply equally to Linux and macOS environments, not just Windows.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets