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_first
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All development and deployment instructions center around Visual Studio (Windows-only or Windows-first IDE), .NET Core, and C# examples. Package installation uses PowerShell syntax. There are no Linux-specific instructions, nor are alternative Linux tools or workflows (such as VS Code, CLI-only, or Linux deployment methods) mentioned. All screenshots and step-by-step guides assume use of the Azure Portal and Visual Studio on Windows, with no parity for Linux or cross-platform development environments.
Recommendations
  • Add instructions for developing and deploying bots using cross-platform tools such as VS Code, JetBrains Rider, or CLI-only workflows.
  • Include Linux-specific steps for installing .NET Core, running dotnet commands, and deploying to Azure (e.g., using Azure CLI or GitHub Actions).
  • Provide package installation examples using bash/zsh shell syntax (e.g., dotnet CLI in bash, not PowerShell).
  • Offer alternative examples in other languages supported by Azure Communication Services (e.g., JavaScript/Node.js, Python) to reduce C#/.NET exclusivity.
  • Include screenshots or terminal output from Linux environments to demonstrate parity.
  • Explicitly mention platform compatibility and provide troubleshooting tips for Linux/macOS users.
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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean

Flagged Code Snippets