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 lists a broad set of code samples for Azure AD B2C integration across platforms and languages. However, for desktop and console/daemon app scenarios, only .NET/Windows-specific samples are provided (e.g., WPF desktop app, .NET Core console app), with no equivalent Linux or cross-platform desktop/CLI examples. The only desktop sample is explicitly for Windows, and there are no Linux-native or cross-platform GUI/CLI samples. Additionally, the .NET samples are consistently listed before Node.js, Python, or other language samples, indicating a subtle 'windows_first' ordering bias.
Recommendations
  • Add Linux-native or cross-platform desktop application samples (e.g., using Electron, Qt, or Java) to demonstrate Azure AD B2C integration outside of Windows.
  • Provide CLI/daemon application samples in languages commonly used on Linux (e.g., Python, Node.js, Go) and clarify their cross-platform compatibility.
  • Where possible, clarify if .NET Core samples are cross-platform and provide explicit instructions or notes for running them on Linux/macOS.
  • Balance the ordering of sample listings so that Windows/.NET samples are not always listed first; consider grouping by platform or language family.
  • For each sample, specify supported platforms (Windows, Linux, macOS) to help developers identify relevant examples.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-12 00:00 #243 cancelled Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
2026-01-09 00:34 #234 completed Clean Clean
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
2025-09-13 00:00 #110 completed Biased Biased
2025-08-13 00:00 #79 cancelled Biased Biased
2025-07-13 21:17 #46 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Clean Clean
2025-07-13 20:32 #43 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased