45
Total Pages
14
Linux-Friendly Pages
31
Pages with Bias
68.9%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

234 issues found
Showing 51-75 of 234 flagged pages
Cloud Services Extended Support List of updates applied to the Azure Guest OS | Microsoft Docs ...es-guestos-microsoft-security-response-center-releases.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows Only Missing Linux Example 🔧 Windows Tools
Summary
The documentation exclusively lists updates for Windows-based Azure Guest OS images, referencing only Windows operating systems, Windows-specific update mechanisms (e.g., LCUs, Servicing Stack Updates, .NET Framework, Internet Explorer, Windows Security), and Microsoft KB articles. There are no references to Linux distributions, Linux package managers, or Linux-specific update processes. No examples, tables, or notes address Linux guest OSes or their update tracking.
Recommendations
  • Add a parallel section or linked page that lists updates and security advisories for supported Linux distributions on Azure (e.g., Ubuntu, Red Hat, CentOS, SUSE).
  • Include references to Linux-specific update mechanisms (such as apt, yum, zypper, etc.) and how to track or verify applied updates on Linux VMs.
  • Provide guidance or links to documentation on how to check for and apply security updates on Linux guest OSes in Azure.
  • Clarify in the introduction that this page is specific to Windows Guest OS images, and direct users to Linux update documentation if applicable.
  • Consider a unified update matrix or dashboard that covers both Windows and Linux guest OSes for Azure, or at least cross-links between the two.
Cloud Services Extended Support Learn about the latest Azure Guest OS Releases | Microsoft Docs ...tended-support/cloud-services-guestos-update-matrix.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exclusively describes Azure Guest OS releases for Windows Server families (Windows Server 2022, 2019, 2016, 2012 R2, 2012, 2008 R2 SP1), with no mention of Linux-based Guest OS options or examples. All configuration strings, compatibility notes, and recommendations (e.g., Visual Studio, .NET Framework, RDP password requirements) are specific to Windows environments and tools. There are no Linux equivalents, nor any guidance for Linux users, indicating a strong Windows bias.
Recommendations
  • Explicitly state in the introduction whether Linux-based Guest OS options are supported or not for Azure Cloud Services, and link to Linux documentation if available.
  • If Linux Guest OS support exists, add equivalent tables and release notes for Linux distributions (e.g., Ubuntu, CentOS) and their update cycles.
  • Provide parity in tooling recommendations, such as mentioning cross-platform SDKs, Linux-compatible development environments, and update mechanisms.
  • Include examples or guidance for managing Guest OS updates from Linux environments, if supported.
  • If only Windows is supported, clarify this limitation prominently to avoid confusion for Linux users.
Cloud Services Extended Support Apply the Remote Desktop in Cloud Services (extended support) ...articles/cloud-services-extended-support/enable-rdp.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a strong Windows bias. All command-line examples use PowerShell, a Windows-centric tool, with no mention of Linux alternatives (such as Azure CLI or SSH). The workflow assumes use of RDP, which is primarily a Windows protocol, and does not discuss Linux remote access methods (like SSH or xrdp). The 'Next steps' section lists PowerShell and Visual Studio (both Windows-focused) before mentioning templates, and omits Linux-native tools or workflows.
Recommendations
  • Add Azure CLI examples for enabling and managing Remote Desktop extensions, as Azure CLI is cross-platform and widely used on Linux.
  • Include instructions or references for connecting to Linux role instances (if supported), such as SSH or xrdp, and clarify limitations if only Windows is supported.
  • Balance tool recommendations in 'Next steps' by listing cross-platform options (Azure CLI, templates) before or alongside Windows-specific tools (PowerShell, Visual Studio).
  • Explicitly state OS requirements or limitations for Remote Desktop extension to clarify if Linux role instances are unsupported, and provide alternative guidance for Linux users.
Cloud Services Extended Support Extensions for Cloud Services (extended support) ...articles/cloud-services-extended-support/extensions.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by focusing on Windows-specific tools and patterns. Examples include exclusive mention of PowerShell cmdlets for configuring Antimalware, references to Windows Server versions, and the use of Windows-centric extensions like Remote Desktop. There are no Linux-specific examples, tools, or instructions provided, and the documentation assumes a Windows environment for most extension scenarios.
Recommendations
  • Add equivalent Linux instructions and examples for configuring and managing extensions, such as using Azure CLI or shell scripts.
  • Explicitly mention Linux support or limitations for each extension, including whether features like Remote Desktop or Antimalware are available or have alternatives on Linux.
  • Provide parity in tooling references, such as showing how to deploy or configure extensions using Linux-compatible tools (e.g., Bash, Azure CLI) alongside PowerShell.
  • Clarify platform-specific behaviors, especially for monitoring and diagnostics, and include Linux role examples where applicable.
Cloud Services Extended Support What is the Azure Cloud Service (extended support) model and package ...s-extended-support/cloud-services-model-and-package.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows tools (Visual Studio, CSPack.exe, Azure Compute Emulator), providing command-line examples only in Windows CMD syntax, and mentioning Windows-specific paths and workflows. There is no mention of Linux equivalents, cross-platform alternatives, or how to perform these tasks on Linux or macOS. PowerShell and Visual Studio are listed as deployment options before any cross-platform methods, and there are no Linux-specific instructions or examples.
Recommendations
  • Provide explicit instructions and examples for packaging and deploying cloud services on Linux and macOS, including any required SDK installation steps.
  • Clarify whether CSPack and other tools are available on Linux/macOS, and if so, provide usage examples for Bash or other relevant shells.
  • Mention cross-platform deployment options (such as Azure CLI, which runs on Linux/macOS) and provide parity in example commands.
  • Avoid referencing Windows-specific paths and tools exclusively; include platform-neutral or Linux/macOS paths and workflows where possible.
  • List cross-platform and Linux-native deployment methods (e.g., Azure CLI, ARM templates) before or alongside Windows-centric options like PowerShell and Visual Studio.
Cloud Services Extended Support Configure scaling for Azure Cloud Services (extended support) ...s/cloud-services-extended-support/configure-scaling.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates Windows bias by prioritizing Windows-centric tools and workflows. The 'Next steps' section lists PowerShell and Visual Studio (both Windows-focused) as deployment options, with no mention of Linux-specific tools (e.g., Bash, Azure CLI on Linux, or cross-platform editors). Additionally, referenced links (such as the Azure Queue Storage quickstart) default to Windows environment variables and sign-in instructions, and there are no Linux-specific examples or screenshots. The documentation does not provide parity for Linux users in terms of deployment or configuration guidance.
Recommendations
  • Include Linux-specific deployment instructions, such as using Azure CLI on Linux or Bash scripts.
  • Add cross-platform examples and clarify which steps/tools work on Linux, macOS, and Windows.
  • Provide screenshots or terminal examples from Linux environments where applicable.
  • Reference cross-platform editors (e.g., VS Code) alongside Visual Studio.
  • Ensure linked quickstarts and guides offer Linux tabs or instructions, not just Windows.
Cloud Services Extended Support Deploy Azure Cloud Services (extended support) - SDK ...articles/cloud-services-extended-support/deploy-sdk.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a bias towards Windows environments. Key vault and certificate management steps are provided exclusively using Azure PowerShell, a Windows-centric tool, with no equivalent Bash/CLI or Linux-native examples. The RDP extension is highlighted, which is primarily a Windows remote access technology. There is no mention of Linux tools or cross-platform alternatives for steps involving scripting or certificate management, and Windows-specific patterns (such as RDP and PowerShell) are introduced before any Linux equivalents (which are missing entirely).
Recommendations
  • Provide Azure CLI (az) or REST API examples for key vault and certificate management, which work natively on Linux and macOS.
  • Include Linux-friendly alternatives for remote access, such as SSH extension configuration, alongside RDP.
  • Add notes or examples for uploading files using Bash scripts or Azure CLI, not just C# code.
  • Explicitly mention cross-platform compatibility for SDK usage and highlight any OS-specific requirements.
  • Where PowerShell is used, offer equivalent Bash or CLI commands and clarify which steps are platform-agnostic.
Cloud Services Extended Support Apply the Key Vault VM extension in Azure Cloud Services (extended support) ...s-extended-support/enable-key-vault-virtual-machine.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page focuses exclusively on the Key Vault VM extension for Windows, with all examples and explanations referencing Windows-specific concepts such as the Windows certificate store, Windows certificate store locations, and the use of the 'LocalMachine' and 'My' store names. There are no mentions of Linux support, Linux certificate stores, or Linux-specific instructions, indicating a strong Windows bias. Additionally, the documentation refers to Windows tools and patterns (e.g., ServiceDefinition.csdef) without Linux equivalents.
Recommendations
  • Explicitly state whether the Key Vault VM extension is supported on Linux VMs within Azure Cloud Services (extended support).
  • If Linux is supported, provide parallel instructions and examples for Linux, including details on certificate store locations and management on Linux systems.
  • Mention Linux certificate management tools and patterns (such as using PEM files, OpenSSL, or system key stores like /etc/ssl/certs) where relevant.
  • Ensure that any code snippets or configuration examples include both Windows and Linux variants, or clarify platform limitations.
  • Update the description and introduction to reflect cross-platform applicability, or clearly indicate Windows-only support if that is the case.
Cloud Services Extended Support Apply the Microsoft Azure diagnostics extension in Cloud Services (extended support) ...articles/cloud-services-extended-support/enable-wad.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing PowerShell-based instructions and examples for applying the Azure Diagnostics extension. All command-line examples use PowerShell, which is traditionally a Windows tool, and there are no equivalent examples for Bash, Azure CLI, or Linux environments. The configuration file examples and schema downloads are also shown only via PowerShell commands. The ARM template section is platform-neutral, but the overall workflow and guidance prioritize Windows tooling and patterns, with no mention of Linux or cross-platform alternatives.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell commands, ensuring Linux and macOS users can follow the instructions.
  • Explicitly mention that PowerShell Core is cross-platform, or provide Bash script examples where applicable.
  • Include guidance for downloading configuration schemas using Azure CLI or REST API, not just PowerShell.
  • Clarify any platform-specific requirements or limitations for the diagnostics extension.
  • Ensure that deployment instructions and next steps reference Linux-compatible tools and workflows alongside Windows options.
Cloud Services Extended Support Migrate Azure Cloud Services (classic) to Azure Cloud Services (extended support) ...rvices-extended-support/in-place-migration-overview.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by prioritizing PowerShell and Windows-centric tools in migration instructions and examples. PowerShell is the only command-line example provided for resource registration and status checking, with no equivalent Bash/CLI examples. Visual Studio is mentioned as a deployment tool, but no cross-platform alternatives (e.g., VS Code, CLI, or ARM templates via Bash) are highlighted. The ordering of tools and examples generally places Windows/PowerShell options before Linux-friendly alternatives, and there is a lack of explicit Linux or Bash instructions throughout.
Recommendations
  • Add Azure CLI (az) command examples alongside PowerShell for all resource management and migration steps.
  • Include Bash shell script examples for common operations, especially for registration and status checks.
  • Mention and provide examples for deploying using cross-platform tools such as VS Code, ARM templates via CLI, and REST API.
  • Explicitly state platform compatibility for each tool and example, clarifying which are available on Linux/macOS.
  • Reorder tool lists to present cross-platform options before or alongside Windows-specific tools.
  • Add a section or note addressing Linux/macOS users, guiding them to equivalent procedures and tools.
Cloud Services Extended Support About Azure Cloud Services (extended support) ...n/articles/cloud-services-extended-support/overview.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by primarily referencing Windows-centric tools and workflows such as PowerShell and Visual Studio, both in the main text and in the 'Next steps' section. There are no explicit examples or instructions for Linux users (e.g., using Azure CLI or Bash scripts), and Windows tools are mentioned before or instead of cross-platform alternatives. This may make it less accessible or welcoming for users managing Azure resources from Linux or macOS environments.
Recommendations
  • Include Azure CLI examples and instructions alongside or before PowerShell, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Mention and provide links to deploying Cloud Services (extended support) using Bash scripts or other Linux-native tools.
  • Ensure that Visual Studio is not the only IDE referenced; include Visual Studio Code (which is cross-platform) or other editors.
  • In 'Next steps' and deployment instructions, list cross-platform tools (e.g., Azure CLI, Portal, ARM templates) before or alongside Windows-specific tools.
  • Add explicit notes or sections for Linux/macOS users to ensure parity in guidance and examples.
Cloud Services Extended Support Azure Cloud Services (extended support) NetworkConfiguration Schema | Microsoft Docs ...-extended-support/schema-cscfg-networkconfiguration.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page references PowerShell as a deployment method for reserved IPs, without mentioning or providing equivalent Linux/CLI examples. There are no Linux or cross-platform command-line examples, and the tooling references (PowerShell) are Windows-centric. The documentation does not provide parity for Linux users or those using Azure CLI.
Recommendations
  • Include Azure CLI examples for deployment scenarios, especially for reserved IP allocation.
  • Mention cross-platform tools (such as Azure CLI, Bash scripts) alongside PowerShell wherever deployment is discussed.
  • Add explicit Linux usage notes or examples to ensure parity for non-Windows users.
  • Review all tooling references and ensure both Windows and Linux options are presented equally.
Cloud Services Extended Support Technical details and requirements for migrating to Azure Cloud Services (extended support) ...tended-support/in-place-migration-technical-details.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is repeatedly referenced as the primary automation and scripting tool for migration operations, with no mention of Linux-specific alternatives or Bash examples. Windows-centric tools and workflows (e.g., PowerShell, remote desktop plugins/extensions) are discussed without providing Linux equivalents or guidance for Linux administrators. In several sections, PowerShell is listed before REST API or CLI, reinforcing a Windows-first approach. There are no explicit Linux/Bash command examples or instructions for Linux users.
Recommendations
  • Add Azure CLI and Bash script examples alongside PowerShell commands for all migration operations.
  • Explicitly mention Linux support and provide guidance for Linux administrators, including how to perform migration steps from Linux environments.
  • Reference cross-platform tools (e.g., Azure CLI, REST API) before or alongside PowerShell, rather than after.
  • Include troubleshooting steps and automation examples for Linux users, not just Windows/PowerShell.
  • Clarify whether remote desktop plugin/extension limitations apply to Linux-based deployments and provide alternatives if available.
Cloud Services Extended Support Azure Cloud Services (extended support) post-migration changes ...ud-services-extended-support/post-migration-changes.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by predominantly referencing PowerShell for automation and management tasks, listing it before CLI and REST API in most cases. There are no explicit Linux shell (bash) examples or mentions of Linux-specific tools. The guidance for certificate management and deployment file retrieval relies heavily on PowerShell and Visual Studio, both Windows-centric tools, with no parity for Linux workflows or alternatives.
Recommendations
  • Add equivalent bash/CLI examples for all PowerShell commands, especially for retrieving deployment files and managing certificates.
  • Explicitly mention Azure CLI as a cross-platform alternative alongside PowerShell, and provide step-by-step instructions for both.
  • Include Linux-specific guidance for automation, such as scripting with bash or using Linux-based CI/CD pipelines.
  • Reference cross-platform editors (e.g., VS Code) in addition to Visual Studio for deployment updates.
  • Ensure that REST API examples are accompanied by curl or other Linux-friendly usage patterns.
  • Review all tool references to ensure Linux users have clear, supported pathways for each task.
Cloud Services Extended Support Available States for Azure Cloud Services (extended support) ...ain/articles/cloud-services-extended-support/states.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page exhibits Windows bias by listing PowerShell and Visual Studio (Windows-centric tools) as primary deployment options, with no mention of Linux-native tools or CLI examples. PowerShell is referenced before more cross-platform options like ARM templates, and there is no explicit guidance for Linux users (e.g., Bash, Azure CLI).
Recommendations
  • Add explicit Azure CLI (bash/shell) deployment instructions and links alongside PowerShell.
  • Mention cross-platform editors (e.g., VS Code) in addition to Visual Studio.
  • Ensure deployment examples and walkthroughs are provided for both Windows and Linux environments.
  • Reorder deployment options to list cross-platform methods (Azure portal, Azure CLI, ARM templates) before Windows-specific tools (PowerShell, Visual Studio).
  • Include notes or sections clarifying Linux support and any platform-specific considerations.
Cloud Services Extended Support Swap or switch deployments in Azure Cloud Services (extended support) .../cloud-services-extended-support/swap-cloud-service.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page exhibits a Windows bias by referencing Windows PowerShell as the only CLI example for checking role status, listing PowerShell and Visual Studio as deployment options without mentioning Linux equivalents (such as Azure CLI or VS Code), and failing to provide Linux-specific instructions or examples. The order of deployment options also places Windows-centric tools before cross-platform or Linux-native alternatives.
Recommendations
  • Add Azure CLI examples for checking role status and performing swaps, as Azure CLI is cross-platform and widely used on Linux.
  • Include deployment instructions for Linux users, such as using Azure CLI, Bash scripts, or VS Code.
  • Reorder deployment options to list cross-platform tools (Azure portal, ARM template, Azure CLI) before Windows-specific tools (PowerShell, Visual Studio).
  • Explicitly mention that all operations can be performed from Linux or macOS environments using Azure CLI or REST API.
  • Provide links to Linux setup guides for Azure CLI and VS Code.
Cloud Services Extended Support Deploy Azure Cloud Services (extended support) - Azure portal ...icles/cloud-services-extended-support/deploy-portal.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Powershell Heavy
Summary
The documentation page demonstrates Windows bias primarily in the 'Related content' section, where deployment alternatives are listed as Azure PowerShell, ARM template, and Visual Studio. PowerShell and Visual Studio are Windows-centric tools, and PowerShell is mentioned before ARM templates (which are platform-neutral). There is no mention of Linux-native tools (such as Azure CLI or Bash scripting) for deployment, nor are Linux-specific examples or guidance provided. The main deployment instructions focus exclusively on the Azure portal, which is cross-platform, but the alternatives reinforce a Windows-first perspective.
Recommendations
  • Include deployment instructions using Azure CLI, which is widely used on Linux and macOS.
  • Add examples or links for Bash scripting or automation on Linux platforms.
  • Mention Linux-compatible tools and workflows alongside Windows-centric ones, and avoid listing Windows tools first unless they are most common.
  • Ensure parity in example coverage for both Windows and Linux users in related content and alternative deployment methods.
Cloud Services Extended Support What is the Azure Cloud Service (extended support) model and package ...s-extended-support/cloud-services-model-and-package.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows tools (Visual Studio, CSPack.exe, Microsoft Azure Command Prompt, Compute Emulator), providing command-line examples only in Windows CMD syntax, and mentioning Windows-centric workflows (editing configuration in Visual Studio) without Linux equivalents. There are no examples or instructions for Linux users, nor any mention of cross-platform alternatives for packaging or deploying cloud services.
Recommendations
  • Provide Linux-specific instructions for packaging and deploying cloud services, including how to install and use CSPack (if available) or alternatives on Linux.
  • Include command-line examples using Bash or cross-platform Azure CLI, not just Windows CMD.
  • Mention cross-platform editors (e.g., VS Code) for editing configuration files, not just Visual Studio.
  • Clarify whether CSPack and Compute Emulator are available on Linux, and if not, suggest alternative workflows for Linux users.
  • Ensure that deployment instructions reference Azure CLI and ARM templates as first-class options, not just PowerShell and Visual Studio.
  • Add explicit notes or sections for Linux/macOS users, including any platform-specific caveats or requirements.
Cloud Services Extended Support Available sizes for Azure Cloud Services (extended support) ...les/cloud-services-extended-support/available-sizes.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell examples for listing available VM sizes, referencing Windows-centric tools (PowerShell, Visual Studio) in the 'Next steps' section, and omitting equivalent Linux CLI or Bash examples. Windows tools and patterns are mentioned exclusively or before their Linux counterparts, with no guidance for users on Linux or macOS platforms.
Recommendations
  • Add Azure CLI and Bash examples for listing available VM sizes, alongside PowerShell.
  • Mention cross-platform tools (e.g., Azure CLI, REST API) before or alongside Windows-specific tools.
  • Include instructions for deploying Cloud Services using Linux/macOS-friendly methods (e.g., Azure CLI, VS Code).
  • Balance references to Visual Studio with alternatives like VS Code or other cross-platform editors.
  • Explicitly state platform compatibility for all examples and tools.
Cloud Services Extended Support Guest OS family 1 retirement notice | Microsoft Docs ...-support/cloud-services-guestos-family-1-retirement.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a strong Windows bias. All examples and recommendations are centered around Windows Server OS families, with no mention of Linux-based guest OS options. The only script provided is in PowerShell, a Windows-centric tool, and there are no equivalent Bash or CLI examples for Linux users. The migration paths and supported OS families are exclusively Windows Server versions, and .NET framework requirements are emphasized, further reinforcing the Windows focus.
Recommendations
  • Include information about Linux-based guest OS options available in Azure Cloud Services, if supported.
  • Provide equivalent Bash or Azure CLI examples for identifying affected services, alongside the PowerShell script.
  • Mention migration paths to Linux guest OS families, or clarify if only Windows OS families are supported.
  • Add notes or links for Linux users regarding tooling and SDK compatibility.
  • Ensure parity in documentation by listing Linux options and examples wherever Windows options are discussed.
Cloud Services Extended Support Store and use certificates in Azure Cloud Services (extended support) ...ervices-extended-support/certificates-and-key-vault.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell as a primary method for creating Key Vaults, requiring certificates in .PFX format (commonly used in Windows environments), and mentioning Visual Studio as a deployment tool. There are no examples or instructions for Linux users (e.g., using Azure CLI, OpenSSL, or Linux-native certificate formats), nor is there mention of Linux equivalents before or alongside Windows tools.
Recommendations
  • Add instructions and examples for creating and managing Key Vaults using Azure CLI, which is cross-platform and widely used on Linux.
  • Include guidance for preparing certificates in formats commonly used on Linux (e.g., PEM, CER) and instructions for converting them to .PFX if required.
  • Provide deployment instructions using Linux-friendly tools (e.g., Azure CLI, Bash scripts) alongside PowerShell and Visual Studio.
  • Explicitly mention Linux support and parity in the documentation introduction and relevant sections.
  • Add screenshots or terminal output examples from Linux environments where applicable.
Cloud Services Extended Support Guest OS family 2, 3, and 4 retirement notice | Microsoft Docs ...port/cloud-services-guestos-family-2-3-4-retirement.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page is heavily focused on Windows environments, referencing only Windows Server OS families and providing only Azure PowerShell scripts for determining affected services. There are no examples or guidance for Linux-based cloud services, nor are Linux tools or command-line patterns mentioned. The migration recommendations exclusively target Windows Server versions and .NET frameworks, with no mention of Linux alternatives.
Recommendations
  • Include examples and instructions for identifying affected services using Azure CLI or other cross-platform tools, not just Azure PowerShell.
  • Clarify whether Linux-based cloud services are impacted by this retirement, and if not, explicitly state so.
  • Provide migration guidance for Linux-based workloads, if applicable, or link to relevant Linux documentation.
  • Mention Linux OS families or supported Linux distributions in the recommendations section, if Azure Cloud Services supports them.
  • Ensure parity in tooling by listing both Windows and Linux methods for common administrative tasks.
Cloud Services Extended Support List of updates applied to the Azure Guest OS | Microsoft Docs ...es-guestos-microsoft-security-response-center-releases.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows Only Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exclusively lists updates for Azure Guest OS versions that are all based on Windows Server operating systems. All update references are to Microsoft KB articles, Windows cumulative updates, .NET Framework, Internet Explorer, and Windows-specific components. There are no mentions of Linux distributions, Linux kernel updates, or Linux-specific security advisories. No Linux tools, commands, or update mechanisms are referenced. The documentation is entirely Windows-centric, with no parity or guidance for Linux-based Azure VMs.
Recommendations
  • Clearly state in the introduction that this page covers only Windows-based Azure Guest OS images, and provide a link to equivalent documentation for Linux-based Azure images.
  • If Azure Guest OS for Linux is supported, add parallel tables or sections listing Linux distribution versions, kernel updates, and relevant CVEs or security advisories.
  • Reference Linux update mechanisms (e.g., apt, yum, zypper) and provide guidance on how to check for and apply updates on Linux-based Azure VMs.
  • Include links to Azure documentation on Linux VM image lifecycle, update cadence, and security patching.
  • If Linux is not supported in this context, make this explicit to avoid confusion for cross-platform users.
Cloud Services Extended Support Learn about the latest Azure Guest OS Releases | Microsoft Docs ...tended-support/cloud-services-guestos-update-matrix.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation is exclusively focused on Windows Server-based Guest OS families (Windows Server 2022, 2019, 2016, 2012 R2, 2012, 2008 R2 SP1). All examples, configuration strings, and compatibility notes refer to Windows operating systems and related Microsoft technologies (.NET Framework, Visual Studio, RDP). There is no mention of Linux-based Guest OS, nor any guidance, examples, or parity for Linux users. Windows tools and patterns (Visual Studio, RDP, .NET Framework) are referenced without Linux equivalents.
Recommendations
  • Add documentation and release notes for Linux-based Guest OS families, if supported by Azure Cloud Services.
  • Include examples and configuration strings for Linux Guest OS, such as Ubuntu, CentOS, or other supported distributions.
  • Provide parity in tooling recommendations, e.g., suggest VS Code, JetBrains Rider, or other cross-platform IDEs for development.
  • Mention Linux-specific update, patching, and security practices alongside Windows equivalents.
  • Clarify in the introduction whether Linux-based Cloud Services are supported or not, and link to relevant documentation if they are.
Cloud Services Extended Support Configure scaling for Azure Cloud Services (extended support) ...s/cloud-services-extended-support/configure-scaling.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Windows-centric tools and workflows (PowerShell, Visual Studio) before or instead of Linux alternatives. The 'Next steps' section lists PowerShell and Visual Studio as deployment methods, with no mention of Bash, Azure CLI, or Linux-specific guidance. The only example link for queue storage uses a Windows environment variable tab. There are no Linux or cross-platform command-line examples for scaling configuration.
Recommendations
  • Add Azure CLI examples for scaling configuration and deployment, with explicit instructions for Linux/macOS users.
  • Include Bash shell commands and screenshots from Linux environments where applicable.
  • Reference cross-platform tools before or alongside Windows-specific tools (e.g., list Azure CLI before PowerShell in 'Next steps').
  • Ensure all linked quickstarts and tutorials offer Linux/macOS tabs or instructions, not just Windows.
  • Mention Visual Studio Code as a cross-platform alternative to Visual Studio.
  • Review image alt-text and instructions to avoid Windows-centric terminology (e.g., referencing Remote Desktop options).