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
missing_linux_example
windows_tools
powershell_heavy
Summary
The documentation page demonstrates a bias towards Windows environments by providing only a C# example using the Microsoft.IdentityModel.Tokens NuGet package (which is Windows/.NET-centric), and referencing CngKey and ECDsaCng, which are Windows-specific cryptography APIs. There are no examples or guidance for Linux users or for cross-platform tools/libraries (such as OpenSSL, Python, or Node.js). There is also no mention of how to generate the JWT client secret on Linux or macOS, nor are any cross-platform command-line examples provided.
Recommendations
  • Add examples for generating the client secret JWT using cross-platform tools such as OpenSSL, Python (e.g., PyJWT), or Node.js (e.g., jsonwebtoken).
  • Explicitly mention and provide code snippets for Linux and macOS users, including how to handle the .p8 key file and sign JWTs.
  • Avoid using Windows-specific APIs (like CngKey, ECDsaCng) in the only example, or at least provide alternatives for other platforms.
  • List cross-platform libraries and tools before or alongside Windows/.NET options.
  • Include a table or section comparing approaches for Windows, Linux, and macOS environments.
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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
2026-01-12 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