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
windows_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias. Troubleshooting steps, log collection, and configuration instructions almost exclusively reference Windows tools (Event Viewer, MMC, Registry Editor, Windows folders, Windows services, certutil, PowerShell, etc.). All command-line examples are for Windows (CMD, PowerShell), and there are no Linux-specific instructions or examples. Even when discussing network troubleshooting, only Windows tools (Netmon, telnet, etc.) are mentioned first or exclusively. There is no mention of Linux equivalents for log collection, service management, certificate handling, or troubleshooting, despite the possibility of running self-hosted IR on Linux (e.g., via containers or Mono).
Recommendations
  • Add Linux-specific troubleshooting steps and examples for all major scenarios, including log collection, service management, and certificate handling.
  • Provide Linux equivalents for Windows tools mentioned (e.g., use journalctl/syslog for logs, openssl for certificates, systemctl/service for service management, curl/wget for network tests, etc.).
  • Include bash shell commands and file paths for Linux environments alongside Windows CMD/PowerShell examples.
  • Explicitly state platform requirements and limitations (e.g., if self-hosted IR is Windows-only, clarify early; if Linux is supported via containers, provide relevant instructions).
  • When referencing registry or Windows-specific configuration, offer alternative approaches for Linux (e.g., environment variables, config files).
  • Mention Linux troubleshooting tools (e.g., Wireshark, tcpdump, lsof, netstat) and provide example usage.
  • Ensure parity in screenshots and UI instructions for Linux desktop environments if applicable.
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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
2026-01-11 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
2025-09-08 00:00 #105 completed 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