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 demonstrates Windows bias by referencing Azure PowerShell and Azure CLI management experiences before mentioning any Linux alternatives. The only code example for generating the client secret JWT uses C# and the Microsoft.IdentityModel.Tokens NuGet package, which is most commonly used on Windows. There are no examples or guidance for generating the JWT using Linux-native tools (such as OpenSSL, Python, or Node.js), nor is there mention of Linux-specific workflows or shell commands.
Recommendations
  • Add Linux-native examples for generating the client secret JWT, such as using OpenSSL, Python (PyJWT), or Node.js (jsonwebtoken).
  • Explicitly mention that the configuration steps can be performed on both Windows and Linux, and provide parity in tooling references.
  • Include shell commands and scripts for Linux environments where appropriate, especially for file manipulation and JWT signing.
  • Reference cross-platform libraries and tools, and avoid implying that Windows tools or PowerShell are required or preferred.
  • If Azure CLI is mentioned, clarify that it is cross-platform and provide example usage on Linux.
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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-15 00:00 #112 completed Biased Biased
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-08-16 00:00 #82 cancelled Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Biased Biased
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets