Document Details
Manage Runtime Environment
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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
Bias Types:
⚠️
powershell_heavy
⚠️
windows_tools
⚠️
windows_first
⚠️
missing_linux_example
Summary:
The documentation page demonstrates a strong bias toward Windows and PowerShell environments. PowerShell is consistently presented as the primary or default scripting language, with detailed instructions and examples focused on PowerShell modules, cmdlets, and package management. References to Windows-specific patterns (e.g., .zip for PowerShell modules, PowerShell Gallery) are prevalent, while Linux/Python guidance is minimal, often limited to brief notes or parenthetical mentions. There are no concrete Linux shell or Python package management examples, and REST API samples are PowerShell-centric. This results in insufficient guidance for users working in Linux or Python environments.
Recommendations:
- Provide equal, step-by-step examples for both PowerShell and Python runbooks, including screenshots and REST API payloads for each.
- Include Linux-specific instructions and examples, such as using .whl files for Python, and demonstrate how to upload and manage Python packages in detail.
- Reference Linux tools and package sources (e.g., PyPI) alongside PowerShell Gallery, and clarify differences in package formats and management workflows.
- When mentioning PowerShell modules or cmdlets, offer equivalent Python code snippets or commands where possible.
- Avoid presenting PowerShell/Windows options first by interleaving or parallelizing instructions for both environments.
- Add troubleshooting and best practices sections for Python/Linux runbooks, not just PowerShell.
- Explicitly state OS/runtime compatibility and limitations for both PowerShell and Python environments.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-12 00:00 | #109 | completed | ✅ Clean |
| 2025-08-12 00:00 | #78 | in_progress | ❌ Biased |
| 2025-08-11 00:00 | #77 | completed | ❌ Biased |
| 2025-08-10 00:00 | #76 | completed | ❌ Biased |
| 2025-08-09 00:00 | #75 | completed | ❌ Biased |
| 2025-08-08 00:00 | #74 | completed | ❌ Biased |
| 2025-08-07 00:00 | #73 | completed | ❌ Biased |
| 2025-08-06 00:00 | #72 | completed | ❌ Biased |
| 2025-08-05 00:00 | #71 | completed | ❌ Biased |
| 2025-08-04 00:00 | #70 | in_progress | ❌ Biased |
| 2025-08-03 00:00 | #69 | completed | ❌ Biased |
| 2025-08-02 00:00 | #68 | in_progress | ❌ Biased |
| 2025-08-01 00:00 | #67 | completed | ❌ Biased |
| 2025-07-31 00:00 | #66 | completed | ✅ Clean |
| 2025-07-30 00:00 | #65 | completed | ✅ Clean |
| 2025-07-29 00:01 | #64 | completed | ✅ Clean |
| 2025-07-28 00:00 | #63 | completed | ✅ Clean |
| 2025-07-27 00:00 | #62 | completed | ✅ Clean |
| 2025-07-26 00:01 | #61 | completed | ✅ Clean |
| 2025-07-25 00:00 | #60 | completed | ✅ Clean |
| 2025-07-24 00:00 | #59 | completed | ✅ Clean |
| 2025-07-23 00:00 | #58 | completed | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ✅ Clean |
| 2025-07-09 13:09 | #3 | cancelled | ✅ Clean |
| 2025-07-08 04:23 | #2 | cancelled | ❌ Biased |