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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias in several ways: PowerShell is the only CLI example provided for manual pipeline execution, and it is listed before REST API and Python SDK options. There is no mention of Linux-native tools (such as Azure CLI or Bash), nor are there any Linux shell examples. The documentation references Windows-centric tooling (PowerShell) and omits equivalent Linux command-line workflows, which may disadvantage users on non-Windows platforms.
Recommendations
  • Add Azure CLI examples for pipeline execution, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Provide Bash or shell script examples for invoking REST API endpoints, demonstrating how Linux users can trigger pipelines.
  • Reorder API/SDK sections so that platform-neutral options (REST API, Python SDK, Azure CLI) appear before Windows-specific tools like PowerShell.
  • Explicitly mention that all API/SDK methods are available on Linux, and provide links or instructions for installing and using them on Linux.
  • Include notes or examples for macOS users where relevant.
GitHub Create Pull Request

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