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
powershell_heavy
Summary
The documentation presents PowerShell as the first code example for programmatic access to backend health, followed by Azure CLI. PowerShell is a Windows-centric tool, and its precedence may suggest a Windows bias. There are no explicit Linux shell examples (e.g., Bash), nor are Linux troubleshooting tools or patterns mentioned. The documentation does not provide parity in example ordering or alternative Linux-native approaches.
Recommendations
  • Alternate the order of PowerShell and Azure CLI examples, or present Azure CLI first, as it is cross-platform.
  • Include Bash shell examples for REST API calls using curl or httpie, demonstrating how Linux users can retrieve backend health.
  • Explicitly mention that Azure CLI works on Windows, Linux, and macOS to reinforce cross-platform support.
  • Add troubleshooting steps or tool recommendations relevant to Linux environments, such as using openssl or curl for backend server certificate checks.
  • Ensure that documentation links and examples do not assume a Windows environment by default.
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
2026-01-12 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
2026-01-06 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 Clean Clean

Flagged Code Snippets