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 provides only a PowerShell script example for programmatically accessing Azure AD B2C audit logs, with no equivalent example for Linux/Unix environments (e.g., Bash, curl, Python). The use of PowerShell and references to Azure Cloud Shell (which supports PowerShell by default) implicitly favor Windows users. There is no mention of cross-platform or Linux-native tooling, nor are alternative command-line examples provided.
Recommendations
  • Add a Bash/curl example for querying the Microsoft Graph API to retrieve audit logs, including authentication steps using tools like curl and jq.
  • Provide a Python script example using the requests library to demonstrate cross-platform access to the API.
  • Explicitly mention that the API can be accessed from any OS and provide guidance for Linux/macOS users.
  • Reference Azure CLI or other cross-platform tools where appropriate.
  • Structure the documentation so that examples for Windows and Linux are presented side by side, or clearly indicate which examples are OS-specific.
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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