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 providing only C# code examples that rely on Windows-specific APIs (such as CngKey and ECDsaCng), and by referencing Azure PowerShell and Azure CLI in the management caution note before mentioning any Linux alternatives. There are no examples or guidance for generating the client secret JWT using Linux tools, open-source cross-platform libraries, or command-line utilities commonly available on Linux systems.
Recommendations
  • Add examples for generating the client secret JWT using cross-platform tools such as OpenSSL, Python (PyJWT), or Node.js (jsonwebtoken), which are widely available on Linux.
  • Provide sample shell commands or scripts for Linux environments to extract and use the .p8 key file.
  • Mention Linux-native management tools (such as Azure CLI on Linux) explicitly and clarify their parity with Windows tools.
  • Ensure that code samples do not rely solely on Windows-specific libraries or APIs, or provide equivalent alternatives for Linux and macOS users.
  • Include a note or section on platform compatibility for all steps, especially those involving cryptographic operations.
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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