Document Details
Batch Apis Tools
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
Summary
The documentation page shows moderate Windows bias. PowerShell cmdlets are listed first in the command-line tools section, and Remote Desktop (RDP) is mentioned as the example for connecting to compute nodes, which is a Windows-centric pattern. There is a lack of Linux-specific examples or references to SSH for node access, and the code samples and tutorials prioritize .NET/C# (commonly associated with Windows) before Python or JavaScript. While Azure CLI and cross-platform tools are mentioned, Windows tools and patterns are more prominent and appear first.
Recommendations
- Include SSH-based examples and instructions for connecting to Linux compute nodes, alongside or before RDP references.
- Present Azure CLI as the primary cross-platform command-line tool, listing it before PowerShell cmdlets.
- Add explicit Linux/macOS usage notes or examples for command-line tools and application development workflows.
- Ensure code samples and tutorials highlight Python, JavaScript, or Java options equally or before .NET/C# to avoid Windows-first perception.
- Clarify cross-platform compatibility for all tools, especially where installation or usage may differ on Linux/macOS.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-18 00:00 | #266 | completed |
Biased
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| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-12 00:00 | #243 | cancelled |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
 Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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