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
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by frequently providing PowerShell commands and Windows-specific troubleshooting steps (such as using certlm.msc and netstat via cmd), while Linux equivalents are either missing or mentioned after Windows. Examples for connectivity checks and certificate management are predominantly Windows-oriented, and Linux tools (like OpenSSL) are referenced less frequently and often without detailed step-by-step instructions. There is a lack of parity in example commands and troubleshooting workflows for Linux users.
Recommendations
  • Provide Linux CLI equivalents for all PowerShell commands (e.g., use az CLI, curl, netcat, ss, or ip commands).
  • Include Linux-specific troubleshooting steps for certificate management (e.g., using openssl, viewing certificates in /etc/ssl/certs, using systemctl for service status).
  • Offer example commands for network connectivity checks on Linux (e.g., nc, curl, telnet) alongside Windows Test-NetConnection.
  • Ensure that instructions for accessing certificate details and exporting certificates are available for Linux (e.g., openssl x509 -in ... -text, or using desktop environments' certificate viewers).
  • Present Windows and Linux examples side-by-side, or alternate which platform is mentioned first to avoid implicit prioritization.
  • Explicitly state that all troubleshooting steps apply to both Windows and Linux, and link to platform-specific guides where appropriate.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets