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 exhibits a moderate Windows bias. PowerShell is mentioned and exemplified more frequently than Linux-native alternatives, and Windows-centric tools and patterns (such as Visual Studio and PowerShell modules) are referenced without equivalent Linux or cross-platform guidance. In several cases, examples and instructions are provided for PowerShell first or exclusively, while Linux/Unix alternatives (such as Bash scripting or native CLI usage) are either mentioned secondarily or omitted. There are missing Linux-specific examples for tasks like endpoint discovery and extension deployment, and Windows tools (Visual Studio, PowerShell) are referenced without cross-platform alternatives.
Recommendations
  • Provide Linux/Bash examples alongside PowerShell for all CLI operations, especially for endpoint discovery and extension deployment.
  • Reference cross-platform tools (such as VS Code, Azure CLI) before or alongside Windows-centric tools like Visual Studio.
  • Ensure that instructions for SDK endpoint modifications, firewall exceptions, and other configuration steps include Linux-specific guidance (e.g., modifying config files, using environment variables in Bash).
  • Add explicit notes or sections for Linux/macOS users where workflows or commands differ from Windows.
  • Review and update links to documentation so that they point to cross-platform or Linux-specific resources when available.
  • Avoid assuming PowerShell as the default scripting environment; clarify when commands are platform-specific and offer alternatives.
GitHub Create Pull Request

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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-29 00:01 #95 completed Biased Biased
2025-08-28 00:01 #94 cancelled Biased Biased
2025-08-27 00:01 #93 cancelled Biased Biased
2025-08-26 00:00 #92 cancelled Biased Biased
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