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
windows_tools
missing_linux_example
windows_first
Summary
The documentation exclusively provides instructions and examples using PowerShell and the Windows-specific Send-MailMessage cmdlet. There are no Linux or macOS equivalents (such as using 'sendmail', 'mailx', 'mutt', or Python scripts), nor any mention of cross-platform alternatives. This creates friction for non-Windows users attempting to send email via SMTP with Azure Communication Services.
Recommendations
  • Add Linux/macOS examples using common tools (e.g., 'sendmail', 'mail', 'mutt', or Python's smtplib).
  • Include cross-platform code samples (e.g., Python, Node.js) for sending SMTP email.
  • Explicitly mention that PowerShell examples are Windows-specific and provide guidance for other platforms.
  • Reorder or parallelize examples so Linux/macOS instructions are presented alongside Windows/PowerShell ones.
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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 Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets