Document Details
Documentation Government Cognitiveservices
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
missing_linux_example
windows_first
Summary
The documentation page demonstrates a strong Windows bias by exclusively using PowerShell commands and referencing Azure PowerShell for provisioning and managing Azure AI services. There are no examples or instructions for Linux users (e.g., Bash, Azure CLI), and Windows tools/patterns are mentioned first and exclusively. The quickstart links also favor Windows and Visual Studio tabs, with no mention of Linux or cross-platform alternatives.
Recommendations
- Add equivalent Azure CLI (az) commands for all provisioning and management steps, with clear instructions for Linux/macOS users.
- Include Bash shell examples alongside PowerShell, especially for resource provider registration and account creation.
- Ensure quickstart links and code samples include Linux/macOS tabs or instructions, not just Windows/Visual Studio.
- Explicitly mention cross-platform compatibility and provide guidance for users on non-Windows platforms.
- Review and update screenshots and UI references to ensure they are not Windows-specific where possible.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-12 00:00 | #99 | completed |
Biased
|
| 2026-01-11 06:20 | #98 | completed |
 Clean
|
| 2026-01-11 00:00 | #95 | cancelled |
Clean
|
| 2026-01-10 00:00 | #92 | completed |
Clean
|
| 2026-01-09 00:00 | #87 | cancelled |
Clean
|
| 2026-01-06 22:28 | #78 | completed |
Clean
|
| 2025-12-29 18:00 | #48 | cancelled |
Biased
|
| 2025-12-15 00:00 | #7 | completed |
Clean
|
| 2025-12-14 05:05 | #6 | completed |
Clean
|
Flagged Code Snippets
Get-AzResourceProvider
Get-AzCognitiveServicesAccountKey -Name <youraccountname> -ResourceGroupName 'rg-name'
Register-AzResourceProvider -ProviderNamespace Microsoft.CognitiveServices
New-AzCognitiveServicesAccount -ResourceGroupName '<rg-name>' -name '<name-of-your-api>' -Type <type of API> -SkuName S0 -Location '<location-of-resourcegroup>'
New-AzCognitiveServicesAccount -ResourceGroupName 'resourcegrouptest' -name 'myFaceAPI' -Type Face -SkuName S0 -Location 'usgovvirginia'
Get-AzCognitiveServicesAccountKey -Name myFaceAPI -ResourceGroupName 'resourcegrouptest'