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
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation page provides only a PowerShell script example for programmatically accessing Azure AD B2C audit logs, with no equivalent example for Linux or cross-platform environments (such as Bash, curl, or Python). The use of PowerShell and references to Azure Cloud Shell (which supports PowerShell by default) indicate a Windows-centric approach. There is no mention of Linux-native tools or scripting languages, nor are there instructions or examples for users on non-Windows platforms.
Recommendations
  • Provide equivalent examples using Bash with curl or wget to demonstrate how to access the Microsoft Graph API from Linux or macOS environments.
  • Include a cross-platform example using a widely available scripting language such as Python, which works on Windows, Linux, and macOS.
  • Explicitly mention that the API can be accessed from any platform and provide guidance for users on Linux or macOS.
  • Where PowerShell is used, note that PowerShell Core is available cross-platform, and provide installation instructions or alternatives for non-Windows users.
  • Ensure that any references to tools or environments (such as Azure Cloud Shell) clarify their cross-platform capabilities or provide alternatives.
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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
2025-09-16 00:00 #113 completed Biased Biased
2025-09-15 00:00 #112 completed Biased Biased
2025-09-14 00:00 #111 completed Biased Biased
2025-09-13 00:00 #110 completed Biased Biased
2025-09-12 00:00 #109 completed Biased Biased
2025-09-11 00:00 #108 completed Biased Biased
2025-09-09 00:00 #106 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 21:17 #46 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-13 20:32 #43 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets