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
windows_first
Summary
The documentation page provides only a PowerShell script example for accessing Azure AD B2C audit logs programmatically, with no equivalent example for Linux users (e.g., Bash, curl, Python). The use of PowerShell and references to Azure Cloud Shell (which supports PowerShell by default) indicate a Windows-centric approach. No Linux-native tools or cross-platform alternatives are mentioned, and the scripting section is introduced without consideration for non-Windows environments.
Recommendations
  • Add a Bash/curl example for querying the Microsoft Graph API to retrieve audit logs, demonstrating authentication and pagination.
  • Include a Python script example using the 'requests' library to show cross-platform programmatic access.
  • Explicitly mention that the API can be accessed from any platform and provide guidance for Linux and macOS users.
  • Reference Linux-native tools (e.g., curl, wget) and provide sample commands for downloading and processing logs.
  • Reorder or parallelize scripting examples so that Windows and Linux approaches are presented together, ensuring parity.
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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