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Bias Analysis

Bias Types:

⚠️ windows_first

⚠️ powershell_heavy

⚠️ windows_tools

⚠️ missing_linux_example

Summary:

The documentation demonstrates a Windows bias by prioritizing Windows tools and workflows, such as Visual Studio and PowerShell, and by presenting Windows-specific instructions before Linux equivalents. PowerShell and Windows command-line examples are given prominence, while Linux alternatives are sometimes less detailed or appear after Windows instructions. There is also a focus on Windows development environments, with Visual Studio as the primary editor, and some steps (like package installation) include PowerShell-specific tabs but lack equivalent coverage for Linux-native tools (e.g., apt, yum, or .NET CLI on Linux).

Recommendations:

Present Linux and Windows instructions in parallel or give equal prominence to both, avoiding 'Windows first' ordering.
Include Linux-native tooling and workflows (e.g., .NET CLI on Linux, common editors like Vim or nano, and package managers like apt or yum where relevant).
Provide Bash and PowerShell examples side by side for all command-line operations.
Reference cross-platform editors (such as VS Code) before or alongside Windows-only editors like Visual Studio.
Ensure that all steps (such as setting environment variables, installing packages, and assigning roles) have clear, tested Linux equivalents.
Avoid assuming the use of Windows-specific tools (like PowerShell) as the default for scripting or automation.

Create pull request

Date	Scan ID	Status	Bias Status
2025-09-03 00:00	#100	completed	✅ Clean
2025-07-31 00:00	#66	completed	✅ Clean
2025-07-13 21:37	#48	completed	❌ Biased
2025-07-12 23:44	#41	in_progress	❌ Biased

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