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
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates Windows bias in several ways: Azure PowerShell is featured prominently as a method for manual pipeline execution, with a full example command and a dedicated quickstart link. There are no equivalent CLI or shell examples for Linux users (e.g., Azure CLI, Bash, curl). The order of API/SDK methods lists PowerShell before REST API and Python SDK, and there is no mention of Linux-specific tools or cross-platform command-line usage. The documentation assumes familiarity with PowerShell and Windows-centric tooling, while omitting Linux-native or cross-platform alternatives.
Recommendations
  • Add Azure CLI examples for pipeline execution, showing equivalent commands to PowerShell.
  • Include Bash/curl examples for REST API usage, demonstrating manual pipeline runs from Linux/macOS.
  • Reorder the API/SDK methods to present cross-platform or OS-neutral options (e.g., REST API, Azure CLI, Python SDK) before Windows-specific tools.
  • Explicitly mention that all API/SDK methods are cross-platform, and clarify which tools are available on Linux/macOS.
  • Provide links to Linux/macOS setup guides for Azure CLI and Python SDK.
  • Avoid assuming PowerShell as the default scripting environment; offer parity for Bash and other shells.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets