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 exhibits a notable Windows bias. The main walkthrough for authenticating with managed identities and accessing Azure Relay resources is centered on creating and using a Windows VM, with explicit instructions and links for Windows VM setup and RDP access. There are no equivalent instructions or examples for Linux VMs or macOS environments, and the sample application steps assume a Windows workflow. While sample code is cross-platform (.NET, Java, JavaScript), the operational guidance is Windows-centric.
Recommendations
  • Add parallel instructions for setting up and enabling managed identity on Linux VMs (with links to Linux VM setup and SSH access).
  • Provide examples and walkthroughs for running the sample applications on Linux (including build and execution steps).
  • Mention Linux/macOS tools and access patterns (e.g., SSH instead of RDP) alongside Windows equivalents.
  • Ensure that code samples and operational steps are presented in a way that is platform-agnostic or include platform-specific sections.
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Scan History

Date Scan Status Result
2026-02-04 00:00 #338 completed Biased Biased
2026-02-03 00:00 #334 completed Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
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