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Scan Information

Started At: 2026-01-13 00:00:08

Finished At: 2026-01-13 06:07:59

Status: completed

Target Repo: Azure Aks

Current Phase: discovery

Files Queued: 561

Files Completed: 561

Problematic Pages

99 issues found
Aks Provision Azure NetApp Files SMB volumes for Azure Kubernetes Service ...-docs/blob/main/articles/aks/azure-netapp-files-smb.md
High Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ missing_linux_example ⚠️ windows_tools
Summary
The documentation is heavily focused on provisioning SMB volumes for Windows-based AKS workloads. All pod examples use Windows containers (IIS on Windows Server Core), and node selectors are set to Windows. There are no Linux pod/container examples, nor any discussion of mounting SMB volumes from Linux containers. The only usage examples for accessing the SMB share are via Windows tools (cmd.exe, dir). The documentation does not mention Linux compatibility, limitations, or provide Linux-specific guidance for SMB volumes.
Recommendations
  • Add examples for Linux pods mounting SMB volumes, including sample manifests and verification steps using Linux commands (e.g., mount, ls, df).
  • Clarify whether SMB volumes can be mounted by Linux containers in AKS, and document any prerequisites or limitations.
  • Provide parity in troubleshooting and verification steps for both Windows and Linux pods.
  • If SMB volumes are Windows-only, explicitly state this limitation early in the documentation.
  • Include links or references to NFS documentation for Linux workloads, and guidance on choosing between SMB and NFS based on OS.
GitHub Create Pull Request
Aks Enable Group Managed Service Accounts (GMSA) for your Windows Server nodes on your Azure Kubernetes Service (AKS) cluster ...ain/articles/aks/use-group-managed-service-accounts.md
High Priority View Details →
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
⚠️ windows_only ⚠️ powershell_heavy ⚠️ windows_tools ⚠️ missing_linux_example
Summary
This documentation is exclusively focused on enabling Group Managed Service Accounts (GMSA) for Windows Server nodes in AKS. All examples, YAML manifests, and troubleshooting steps are tailored to Windows containers and Windows authentication mechanisms. PowerShell scripts and Windows-specific tools (e.g., IIS, Windows features, Log Monitor) are used throughout, with no mention of Linux equivalents or how Linux nodes might interact with GMSA. There are no Linux container examples, and the guide does not address Linux/macOS users except in general Azure CLI usage.
Recommendations
  • Clearly state at the beginning that GMSA is a Windows-only feature and that the guide is not applicable to Linux nodes.
  • Provide links or references to equivalent Linux authentication mechanisms (e.g., Kerberos integration for Linux containers, if available in AKS).
  • Add a section describing how authentication and service accounts work for Linux nodes in AKS, and how they differ from GMSA.
  • If possible, provide parity documentation for Linux service account management in AKS, or cross-link to such resources.
  • Ensure troubleshooting and verification steps clarify their Windows-only applicability, and suggest alternatives for Linux users where relevant.
GitHub Create Pull Request
Aks Control cluster and node access using Conditional Access with AKS-managed Microsoft Entra integration ...b/main/articles/aks/access-control-managed-azure-ad.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation demonstrates a moderate Windows bias by focusing exclusively on Azure portal workflows and Azure CLI commands, which are cross-platform but often more familiar to Windows users. There are no explicit Linux/macOS-specific instructions or examples, and no mention of Linux-native SSH tools or workflows. The SSH example uses 'az ssh vm', which is Azure-specific and does not discuss standard OpenSSH usage or alternatives for Linux/macOS users. The documentation also references Azure portal navigation and Microsoft Entra ID features, which may be more familiar to Windows-centric administrators.
Recommendations
  • Add explicit Linux/macOS examples for SSH access, such as using OpenSSH with Entra ID integration.
  • Include notes or sections on how to perform equivalent tasks using Linux-native tools and command-line workflows.
  • Clarify that Azure CLI is cross-platform and provide installation instructions for Linux/macOS users.
  • Provide parity in troubleshooting steps or verification methods for Linux/macOS environments.
  • Mention any differences in authentication flows or device compliance checks for non-Windows endpoints.
GitHub Create Pull Request
Aks AKS Production Upgrade Strategies ...main/articles/aks/aks-production-upgrade-strategies.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation page demonstrates a moderate Windows bias. Azure CLI examples dominate, and all traffic management, DNS, and cluster operations use Azure CLI commands, which are most easily run on Windows or via PowerShell. There is no mention of Linux-specific tools, nor are Linux-native command-line alternatives (e.g., bash scripts, Linux DNS utilities) provided. Windows-centric Azure Traffic Manager and DNS update patterns are shown first and exclusively. No PowerShell scripts are present, but the CLI usage and Azure-centric tooling are more familiar to Windows users. Linux users can follow along, but the lack of explicit Linux/macOS guidance or parity examples creates friction.
Recommendations
  • Add explicit notes or examples for Linux/macOS users, including how to install and use Azure CLI on those platforms.
  • Provide bash-native alternatives for DNS switching (e.g., using dig/nsupdate for validation).
  • Include references to Linux-native tools for monitoring and scripting (e.g., systemd timers, cron jobs, shell scripts) alongside Azure CLI.
  • Clarify that Azure CLI is cross-platform and provide links to installation guides for Linux/macOS.
  • Where possible, show both Azure CLI and REST API/cURL equivalents for cluster operations.
  • Add troubleshooting steps that mention Linux-specific issues (e.g., shell quoting, file permissions).
GitHub Create Pull Request
Aks Use Azure Hybrid Benefit ...ks-docs/blob/main/articles/aks/azure-hybrid-benefit.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation is heavily focused on Windows workloads and tools. All examples pertain to enabling Azure Hybrid Benefit for Windows Server licenses, and the only admin user shown is a Windows admin. The PowerShell examples reinforce a Windows-centric approach, and there are no Linux-specific examples or mention of Linux workloads. The documentation does not clarify if or how Azure Hybrid Benefit applies to Linux nodes, and the 'Next steps' section exclusively references Windows containers.
Recommendations
  • Clarify early in the documentation that Azure Hybrid Benefit is only applicable to Windows Server workloads, if that is the case. If Linux workloads are supported, provide equivalent examples for Linux nodes.
  • Include a statement or FAQ addressing the applicability (or lack thereof) of Azure Hybrid Benefit to Linux workloads.
  • If possible, provide Linux/macOS shell (bash) equivalents for any Azure CLI commands, and clarify that Azure CLI is cross-platform.
  • Balance the 'Next steps' section by including resources for both Windows and Linux containers on AKS, or explicitly state the Windows focus.
  • Avoid using only Windows admin usernames and passwords in examples; consider using neutral or cross-platform examples.
GitHub Create Pull Request
Aks Provision Azure NetApp Files dual-protocol volumes for Azure Kubernetes Service .../main/articles/aks/azure-netapp-files-dual-protocol.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides detailed, step-by-step instructions for both NFS (Linux) and SMB (Windows) volume provisioning in AKS with Azure NetApp Files. However, the SMB section is heavily oriented toward Windows usage: it exclusively demonstrates mounting SMB volumes in Windows pods (using IIS and Windows ServerCore images), uses Windows-specific commands (cmd.exe, dir), and sets nodeSelector for Windows nodes. There are no examples or guidance for mounting SMB volumes in Linux pods, nor any mention of Linux-compatible SMB usage. The SMB CSI driver installation instructions explicitly enable Windows support, and all verification steps for SMB are Windows-centric.
Recommendations
  • Add examples for mounting SMB volumes in Linux pods, including sample YAML manifests and verification steps using Linux containers (e.g., Ubuntu, Alpine).
  • Document any Linux-specific requirements or limitations for SMB volumes in AKS (e.g., supported images, mount options, troubleshooting).
  • Include Linux command-line examples for verifying SMB mounts (e.g., using 'mount', 'df -h', 'ls') alongside Windows commands.
  • Clarify in the SMB section that SMB volumes can be mounted by both Windows and Linux pods, if supported, or explicitly state any platform limitations.
  • Present NFS and SMB instructions in parallel, with equal detail and visibility for both Linux and Windows use cases.
GitHub Create Pull Request
Aks Configure Azure NetApp Files for Azure Kubernetes Service ...-aks-docs/blob/main/articles/aks/azure-netapp-files.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation exhibits mild Windows bias by referencing SMB volumes as only supported on Windows worker nodes and mentioning AD DS integration requirements, which are Windows-centric. All command-line examples use Azure CLI, which is cross-platform, but there are no explicit Linux/macOS-specific instructions or clarifications. The documentation does not provide parity for Linux users regarding SMB volumes, and Windows requirements are mentioned before alternatives or limitations for Linux.
Recommendations
  • Clarify which steps and features are cross-platform and which are Windows-only (e.g., SMB support).
  • Provide explicit guidance or alternatives for Linux/macOS users, especially regarding SMB volumes and AD DS integration.
  • Add Linux/macOS-specific notes or examples where relevant, or link to documentation covering those scenarios.
  • Consider reordering sections so that platform-neutral or Linux-friendly options (NFS, dynamic provisioning) are presented first.
  • Explicitly state limitations for Linux/macOS users up front, and suggest workarounds or alternatives.
GitHub Create Pull Request
Aks Troubleshoot the Agentic CLI for Azure Kubernetes Service (AKS) ...ob/main/articles/aks/cli-agent-for-aks-troubleshoot.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation includes an error ('ImportError: DLL load failed while importing win32file') that is specific to Windows environments, referencing a Windows-only Python module (win32file) and suggesting to reinstall the Azure CLI client without clarifying platform differences or providing Linux/macOS equivalents. No Linux/macOS-specific troubleshooting steps or examples are present, and the guidance does not address how Linux/macOS users should handle similar issues.
Recommendations
  • Add troubleshooting steps for Linux/macOS users, especially for platform-specific errors.
  • Clarify that 'win32file' errors are Windows-specific and provide equivalent Linux/macOS error messages and solutions.
  • Include examples and troubleshooting guidance for common Linux/macOS issues (e.g., permissions, missing dependencies, environment variable setup).
  • Explicitly state platform requirements or differences where relevant.
GitHub Create Pull Request
Aks Integrate Azure Container Registry with Azure Kubernetes Service (AKS) ...articles/aks/cluster-container-registry-integration.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ windows_first
Summary
The documentation provides parallel examples for Azure CLI and Azure PowerShell throughout, but PowerShell is a Windows-centric tool and is listed as a primary method alongside CLI. There are no Linux/macOS-specific shell examples (e.g., Bash), and PowerShell is presented as an equal alternative, which may imply Windows bias. The troubleshooting section only references Azure CLI, but the main workflows consistently offer PowerShell examples. The documentation does not mention Linux-specific tools or patterns, nor does it clarify cross-platform compatibility for PowerShell. Azure CLI is cross-platform, but PowerShell is traditionally associated with Windows, and its inclusion may create friction for Linux/macOS users.
Recommendations
  • Clarify that Azure CLI is fully cross-platform and preferred for Linux/macOS users.
  • Explicitly state that Azure PowerShell is available on Linux/macOS, or provide installation instructions for those platforms.
  • Add Bash shell examples where appropriate, especially for variable assignment and scripting.
  • Consider listing Azure CLI examples before PowerShell to signal cross-platform parity.
  • Mention that all kubectl commands are cross-platform and can be run from any OS with the tool installed.
GitHub Create Pull Request
Aks Concepts - Access and identity in Azure Kubernetes Services (AKS) ...e-aks-docs/blob/main/articles/aks/concepts-identity.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation page consistently presents Azure CLI commands (e.g., az login, az aks get-credentials) and workflow steps without specifying platform differences, but implicitly assumes a Windows environment by referencing browser-based authentication and omitting explicit Linux/macOS instructions or examples. There are no PowerShell-specific commands, but the lack of Linux/macOS parity (such as alternative authentication flows, CLI installation, or environment-specific notes) creates friction for non-Windows users.
Recommendations
  • Add explicit instructions or notes for Linux/macOS users, such as how to install Azure CLI, handle browser-based authentication, and manage kubeconfig files.
  • Include example commands and workflows for Linux/macOS environments, especially where file paths, authentication prompts, or CLI usage may differ.
  • Clarify any platform-specific prerequisites or troubleshooting steps, such as handling device authentication on headless Linux servers.
  • Ensure parity in screenshots and UI references (e.g., Azure portal) by noting any differences for non-Windows platforms.
GitHub Create Pull Request
Aks Configure Azure CNI Networking in Azure Kubernetes Service (AKS) ...aks-docs/blob/main/articles/aks/configure-azure-cni.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ windows_first
Summary
The documentation provides examples for Azure Portal, Azure PowerShell, and Azure CLI, but the PowerShell section is notably detailed and references Windows-centric tools. PowerShell is traditionally a Windows-first tool, and its inclusion as a primary method (with instructions for local installation and usage) can signal a Windows bias, especially since the PowerShell module is referenced before CLI and with more setup detail. The CLI section is present and cross-platform, but PowerShell is given more prominence and explanation. There are no explicit Linux/macOS-only examples or troubleshooting tips, and the PowerShell instructions reference Windows upgrade paths before Linux/macOS.
Recommendations
  • Ensure Azure CLI examples are as detailed as PowerShell examples, since CLI is natively cross-platform.
  • Add troubleshooting or environment setup notes specific to Linux/macOS, especially for PowerShell usage.
  • Consider listing CLI instructions before PowerShell, or clarify that CLI is recommended for Linux/macOS users.
  • Explicitly mention that PowerShell is available cross-platform, but CLI may be more familiar to Linux/macOS users.
  • Provide parity in example depth and setup instructions for both CLI and PowerShell.
GitHub Create Pull Request
Aks Deploy an Azure Kubernetes application by using an ARM template .../blob/main/articles/aks/deploy-application-template.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for accepting marketplace terms, but the PowerShell example is included without a corresponding Linux/macOS shell alternative. The flow assumes use of the Azure portal (web), which is cross-platform, but command-line instructions mention PowerShell specifically and do not show Linux/macOS shell equivalents. The CLI example is shown first, but the PowerShell example may cause confusion for non-Windows users. There is no explicit mention of Linux/macOS compatibility or alternative shell commands.
Recommendations
  • Clarify that Azure CLI commands work on Linux/macOS and Windows equally.
  • Remove or de-emphasize PowerShell examples unless there is a Linux/macOS shell equivalent.
  • Add explicit bash/zsh shell examples for Linux/macOS users where appropriate.
  • Add a note indicating cross-platform compatibility for all CLI commands.
  • If PowerShell is mentioned, clarify its availability on Linux/macOS or provide alternative shell commands.
GitHub Create Pull Request
Aks Deploy to Azure Kubernetes Service with Azure Pipelines ...ure-aks-docs/blob/main/articles/aks/devops-pipeline.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ windows_tools
Summary
The documentation provides both Azure CLI and PowerShell examples for resource creation, but PowerShell is given equal prominence and detail, with explicit instructions for installing Azure PowerShell and registering resource providers. There is no mention of Linux/macOS-specific shell environments, nor are bash or shell script examples provided. The use of PowerShell and references to Windows-centric tools and patterns (such as Install-Module) may create friction for Linux/macOS users, although Azure CLI is cross-platform and included.
Recommendations
  • Ensure Azure CLI examples are presented first, as it is cross-platform and preferred for Linux/macOS users.
  • Add explicit notes or examples for bash/shell environments, including any differences in authentication or environment setup.
  • Clarify that PowerShell examples are optional and primarily for Windows users; suggest alternatives for Linux/macOS.
  • Include troubleshooting tips or links for Linux/macOS users, especially for Cloud Shell usage.
  • Where PowerShell-specific steps are required (e.g., registering resource providers), provide CLI equivalents.
GitHub Create Pull Request
Aks Use Image Integrity to validate signed images before deploying them to your Azure Kubernetes Service (AKS) clusters (Preview) ...ure-aks-docs/blob/main/articles/aks/image-integrity.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Prerequisites and command examples consistently mention Azure CLI and Azure PowerShell, but do not provide explicit Linux/macOS installation or usage guidance. All command-line examples use Azure CLI syntax, which is cross-platform, but PowerShell is referenced as an alternative without equivalent bash or shell examples. There is no mention of Linux-specific considerations, and Windows tools (PowerShell) are listed before Linux alternatives. The documentation does not address potential differences in command usage or environment setup for Linux/macOS users.
Recommendations
  • Explicitly state that Azure CLI is cross-platform and provide installation instructions for Linux/macOS.
  • Add bash/zsh shell examples where PowerShell is mentioned, or clarify that Azure CLI commands work identically on Linux/macOS.
  • Include troubleshooting or environment setup notes for Linux/macOS users (e.g., permissions, package managers).
  • Avoid listing Windows tools (PowerShell) before Linux alternatives unless there is a technical reason.
  • Add a section or note confirming Linux/macOS compatibility and any caveats.
GitHub Create Pull Request
Aks Kubernetes Gateway API Ingress for Istio Service Mesh Add-on for Azure Kubernetes Service (AKS) (preview) ...e-aks-docs/blob/main/articles/aks/istio-gateway-api.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 1 bias type
Detected Bias Types
⚠️ windows_tools
Summary
The documentation page demonstrates a notable bias toward Windows/Azure environments by exclusively using Azure CLI commands (az), which are most commonly installed and supported on Windows and Azure Cloud Shell. There are no PowerShell-specific examples, but the lack of Linux/macOS-specific instructions or parity for Azure CLI installation and usage may create friction for non-Windows users. All shell examples use bash syntax, which is cross-platform, but the Azure CLI focus and lack of alternatives (such as REST API, Terraform, or ARM templates) means Linux/macOS users must install and use Azure CLI to follow the guide.
Recommendations
  • Add a section describing how to install and use Azure CLI on Linux and macOS, including troubleshooting tips for common issues.
  • Provide alternative instructions using Azure Portal, REST API, or Terraform for critical steps involving Azure Key Vault and AKS add-ons.
  • Explicitly state that all CLI commands are compatible with bash on Linux/macOS and provide links to platform-specific installation guides.
  • Where possible, mention that Azure CLI is cross-platform and provide links to official documentation for non-Windows environments.
GitHub Create Pull Request
Aks Quickstart: Deploy an Azure Kubernetes Service (AKS) cluster using the Azure portal ...n/articles/aks/learn/quick-kubernetes-deploy-portal.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for connecting to the AKS cluster, but lists PowerShell as a primary tab alongside CLI, and specifically calls out PowerShell usage for local environments before mentioning Azure CLI. There are no explicit Linux-only examples, and the workflow assumes users are either using the Azure Cloud Shell (which is cross-platform) or Windows tools (PowerShell). There are no references to Linux-specific shell environments (e.g., bash) or macOS, and no troubleshooting or alternative instructions for Linux/macOS users. The resource deletion steps are portal-only and do not mention CLI commands, which are often preferred by Linux users.
Recommendations
  • Add explicit bash/Linux/macOS instructions and examples for all steps, especially for connecting to the cluster and managing resources.
  • List Azure CLI (bash) instructions before PowerShell, as CLI is cross-platform and more commonly used on Linux/macOS.
  • Include a section on deleting resources using Azure CLI commands (e.g., az group delete) for parity with portal instructions.
  • Clarify that Cloud Shell is available on all platforms and provide guidance for local Linux/macOS environments.
  • Avoid assuming PowerShell is the default for local environments; mention bash/zsh as alternatives.
GitHub Create Pull Request
Aks Quickstart: Deploy an Azure Kubernetes Service (AKS) cluster using Azure PowerShell ...ticles/aks/learn/quick-kubernetes-deploy-powershell.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ missing_linux_example ⚠️ windows_first
Summary
The documentation is heavily focused on Azure PowerShell, with all core examples and instructions using PowerShell cmdlets. There is no mention of Azure CLI, Bash, or Linux-native workflows for cluster creation, resource management, or credential import. The guidance assumes use of PowerShell either in Azure Cloud Shell or locally, and references Windows-specific patterns (e.g., administrative privileges, PowerShell module installation) without Linux/macOS alternatives. Linux users must adapt the instructions themselves, and may not be aware of equivalent Azure CLI commands.
Recommendations
  • Add parallel Azure CLI/Bash examples for all major steps (resource group creation, AKS cluster creation, credential import, resource deletion).
  • Explicitly mention that Azure Cloud Shell supports Bash as well as PowerShell, and provide links to Bash quickstarts.
  • Include installation instructions for Azure CLI and kubectl on Linux/macOS.
  • Where PowerShell is referenced, offer equivalent CLI commands and note cross-platform compatibility.
  • Reorder or balance examples so that Linux/macOS workflows are presented alongside or before Windows/PowerShell ones.
GitHub Create Pull Request
Aks Connect to Azure Kubernetes Service (AKS) cluster nodes ...s/azure-aks-docs/blob/main/articles/aks/node-access.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ windows_first
Summary
The documentation provides both Linux/macOS and Windows node access methods, but Windows-specific instructions are more complex and rely heavily on PowerShell and Windows-only patterns (e.g., host process containers, Windows Server proxy). Windows node access is described in detail, with multiple workarounds and tools (PowerShell, Azure Bastion, host process containers), while Linux access is straightforward and shown first. There is a notable emphasis on Windows-specific tooling and patterns, and Windows examples (PowerShell, host process containers) are given their own dedicated sections.
Recommendations
  • Provide parity by including Linux/macOS equivalents for host process container access (e.g., privileged containers for troubleshooting Linux nodes).
  • Where possible, show Linux/macOS and Windows examples side-by-side for each major step, rather than separating them into distinct sections.
  • Reduce reliance on Windows-specific tools (e.g., PowerShell) in examples, or provide equivalent Linux commands for similar tasks.
  • Clarify which steps are universal and which are OS-specific, and avoid presenting Windows workarounds as the primary method for node access.
  • Add troubleshooting and advanced access patterns for Linux nodes to match the depth given to Windows nodes.
GitHub Create Pull Request
Aks Use OpenFaaS on Azure Kubernetes Service (AKS) ...Docs/azure-aks-docs/blob/main/articles/aks/openfaas.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ missing_linux_example
Summary
The documentation page references Windows tools and patterns before Linux equivalents in several places, such as listing Azure PowerShell as a primary method for cluster creation and referencing the Azure portal and Cloud Shell (which defaults to PowerShell for Windows users). There is a lack of explicit Linux/macOS examples for key steps, such as installing MongoDB tools (only 'brew' is mentioned, which is macOS-specific), and no mention of package managers like apt or yum for Linux. The documentation does not provide parity for Linux users in command-line examples or tool installation instructions.
Recommendations
  • Provide Linux-specific installation instructions for MongoDB tools (e.g., using apt, yum, or snap).
  • When listing cluster creation options, mention Linux-friendly tools (Azure CLI) first, and clarify PowerShell is for Windows users.
  • Explicitly state that Azure Cloud Shell supports both Bash and PowerShell, and show examples in Bash where appropriate.
  • Add notes or sections for Linux/macOS users where commands or tools differ.
  • Ensure screenshots and UI references are platform-neutral or include both Windows and Linux variants if differences exist.
GitHub Create Pull Request
Aks Best practices for cluster security ...ticles/aks/operator-best-practices-cluster-security.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for cluster upgrades, but PowerShell (a Windows-centric tool) is given equal prominence and detail as Azure CLI. There is a dedicated section for Windows Server node updates, while Linux node update guidance is present but less detailed in terms of manual operations. No direct Linux shell (bash) or native Linux tool examples (such as kubectl, apt, yum, etc.) are provided for cluster or node management, and Windows-specific tools (PowerShell) are featured as primary options. This may create friction for Linux/macOS users who do not use PowerShell.
Recommendations
  • Add explicit bash/Linux shell examples for common operations, such as checking/upgrading Kubernetes versions and managing node updates.
  • Provide parity in manual node update instructions for Linux nodes, similar to the Windows Server node update section.
  • Clarify that Azure CLI is cross-platform and highlight its usage for Linux/macOS users.
  • Reduce the prominence of PowerShell or clearly indicate its Windows specificity.
  • Include references to native Linux tools (kubectl, apt, yum) where relevant.
GitHub Create Pull Request
Aks AKS Regulated Cluster for PCI DSS 4.0.1 - Enhanced MFA Implementation ...b/main/articles/aks/pci-enhanced-mfa-implementation.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ missing_linux_example ⚠️ windows_first
Summary
The documentation demonstrates a moderate Windows bias. PowerShell is used for scripting Conditional Access policies, and Azure AD/Entra tools (which are more Windows-centric) are referenced throughout. No Linux/macOS-specific CLI or scripting examples are provided, and the only explicit script example for policy creation is in PowerShell. Azure CLI is used for AKS operations, which is cross-platform, but the lack of Bash or Linux-native scripting for policy management and the absence of Linux/macOS-specific access patterns or troubleshooting guidance create friction for non-Windows users.
Recommendations
  • Provide Bash or cross-platform shell examples for Conditional Access policy creation and management, not just PowerShell.
  • Explicitly mention that Azure CLI commands work on Linux/macOS and provide any OS-specific caveats.
  • Include guidance or links for Linux/macOS users on managing Azure AD/Entra policies (e.g., via REST API, Azure CLI, or portal).
  • Add troubleshooting notes or access patterns for Linux/macOS users, especially for MFA and AKS access.
  • Ensure that scripting and automation examples are provided in both PowerShell and Bash where possible.
GitHub Create Pull Request
Aks AKS Regulated Cluster for PCI DSS 4.0.1 - Security Policies ...cs/azure-aks-docs/blob/main/articles/aks/pci-policy.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ missing_linux_example ⚠️ windows_first
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Microsoft-centric tools and services (e.g., Microsoft Purview Compliance Manager, Defender for Cloud, Defender for Endpoint, Entra logs) for compliance and security management. There are no examples or mentions of Linux-native or open-source alternatives for device discovery, IAM, or inventory management. The guidance assumes users are operating primarily in a Microsoft/Azure ecosystem, which may not be representative of all AKS users, especially those running Linux-based workloads or using non-Microsoft tools.
Recommendations
  • Include examples or references to Linux-native/open-source tools for device discovery (e.g., osquery, OpenSCAP), IAM logging (e.g., auditd, Linux system logs), and inventory management.
  • Mention cross-platform or cloud-agnostic solutions alongside Microsoft tools to provide parity for non-Windows environments.
  • Add guidance for integrating AKS with non-Microsoft security and compliance solutions commonly used in Linux environments.
  • Where possible, provide links or documentation for equivalent Linux/macOS workflows.
GitHub Create Pull Request
Aks AKS Regulated Cluster for PCI DSS 4.0.1 - Network Security ...s/azure-aks-docs/blob/main/articles/aks/pci-network.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation demonstrates a notable Windows/Azure bias by exclusively referencing Azure-native tools and patterns (e.g., Azure Firewall, NSGs, Application Gateway, Azure Bastion, Azure CLI, Bicep, ARM templates) for network security and infrastructure management. There are no Linux-specific or cross-platform CLI examples, nor are open-source alternatives (other than Kubernetes-native resources) discussed. The documentation assumes the use of Azure services and Windows-centric management workflows, with no mention of Linux-native tools (e.g., iptables, nftables, firewalld) or Linux command-line examples for network configuration, monitoring, or firewall management.
Recommendations
  • Provide Linux-native examples for network security tasks, such as configuring firewalls with iptables/nftables or using Linux CLI tools to view network topology.
  • Include cross-platform CLI examples (e.g., kubectl, Terraform, Ansible) for infrastructure as code and cluster management, not just Azure-specific tools.
  • Reference open-source or Linux-native alternatives to Azure services where possible (e.g., alternatives to Azure Firewall, Bastion, Application Gateway).
  • Explicitly state which instructions are platform-agnostic and which are Azure/Windows-specific.
  • Add guidance for users deploying AKS clusters from Linux/macOS environments, including SSH, VPN, and firewall configuration steps.
GitHub Create Pull Request
Aks AKS Regulated Cluster for PCI DSS 4.0.1 - Security Awareness Training ...b/main/articles/aks/pci-security-awareness-training.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation provides a PowerShell script for tracking training completion and references Azure AD integration, which are Windows-centric tools and patterns. There are no equivalent Linux/bash examples for tracking training completion, nor is there mention of cross-platform alternatives for the script. The use of PowerShell and Azure AD as the sole example for automation and integration creates friction for Linux/macOS users who may prefer or require bash, Python, or other non-Windows tooling.
Recommendations
  • Provide equivalent bash or Python script examples for tracking training completion and integrating with Azure services.
  • Explicitly mention cross-platform alternatives to PowerShell, such as Azure CLI or REST API usage from Linux/macOS.
  • Clarify that Azure AD integration and automation can be performed from Linux/macOS environments, and provide links or examples.
  • Ensure that all automation and scripting guidance includes both Windows and Linux/macOS options, or is platform-neutral where possible.
GitHub Create Pull Request
Aks Control cluster and node access using Privileged Identity Management (PIM) with AKS-managed Microsoft Entra integration ...ob/main/articles/aks/privileged-identity-management.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ powershell_heavy ⚠️ windows_first
Summary
The documentation demonstrates a moderate Windows bias. While most CLI examples use the cross-platform Azure CLI and bash syntax, several critical steps (such as token revocation) reference Windows-only tools (PowerShell cmdlets). The SSH workflow relies on Azure CLI extensions, which are cross-platform, but there is no explicit mention of Linux/macOS-specific nuances or alternative commands. Portal navigation instructions use generic UI terms, but do not clarify platform differences. The PowerShell cmdlet for token revocation is referenced without a Linux/macOS equivalent, and Windows tools are mentioned before alternatives.
Recommendations
  • Provide Linux/macOS equivalents for PowerShell-only commands, such as token revocation (e.g., using Microsoft Graph API or REST calls).
  • Explicitly state that Azure CLI and kubectl commands work on Linux/macOS and provide any necessary installation or usage notes for those platforms.
  • Add notes or examples for Linux/macOS users where authentication flows or SSH may differ (e.g., SSH agent configuration, credential storage).
  • Where PowerShell cmdlets are referenced, include REST API or CLI alternatives for non-Windows users.
  • Clarify that Azure Portal steps are platform-agnostic, but mention browser compatibility if relevant.
GitHub Create Pull Request
Aks RDP to AKS Windows Server nodes ...osoftDocs/azure-aks-docs/blob/main/articles/aks/rdp.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ powershell_heavy ⚠️ missing_linux_example
Summary
The documentation is heavily focused on Windows environments, both in terms of the operating system being managed (Windows Server nodes) and the tools used to interact with Azure (Azure CLI and Azure PowerShell). All examples for creating VMs, managing credentials, and connecting to nodes are provided using Windows-centric tools and workflows. There are no Linux/macOS-specific instructions or examples for connecting via RDP, and the only RDP client mentioned is Microsoft Remote Desktop. The workflow assumes the user is comfortable with Windows command-line tools and RDP, with no mention of alternatives or parity for Linux/macOS users.
Recommendations
  • Provide explicit instructions and examples for Linux/macOS users, including how to use RDP clients available on those platforms (e.g., Remmina, FreeRDP, rdesktop).
  • Include bash shell examples where possible, and clarify that Azure CLI commands can be run from any OS.
  • Mention and link to cross-platform RDP clients, not just Microsoft Remote Desktop.
  • Clarify that Azure CLI and kubectl are cross-platform tools and provide installation instructions for Linux/macOS.
  • If any steps require Windows-only tools (such as PowerShell scripts), offer equivalent bash or shell commands, or note any limitations for non-Windows users.
  • Add a section or callout for Linux/macOS users summarizing any differences or additional steps required.
GitHub Create Pull Request
Aks Kubernetes on Azure tutorial - Deploy an application to Azure Kubernetes Service (AKS) ...articles/aks/tutorial-kubernetes-deploy-application.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation provides parallel instructions for Azure CLI, Azure PowerShell, and Azure Developer CLI, but the PowerShell section introduces a Windows-centric toolset without offering Linux shell equivalents (e.g., Bash scripting for querying ACR). Additionally, PowerShell is presented as a primary tab alongside CLI, which may imply parity, but Linux/macOS users are left without explicit guidance for common shell environments. There are no explicit Linux/macOS-specific instructions or troubleshooting, and PowerShell is given equal prominence to the cross-platform CLI.
Recommendations
  • Add a Bash (Linux/macOS) example for querying the ACR login server, e.g., using 'az acr list' with jq or similar tools.
  • Clarify that Azure CLI commands are cross-platform and can be run in Bash, zsh, or other Unix shells.
  • Consider reordering tabs to present Azure CLI (cross-platform) first, followed by Bash (Linux/macOS), then PowerShell (Windows), to reflect the broader user base.
  • Include troubleshooting or notes for Linux/macOS users where file paths, permissions, or environment differences may arise.
  • Explicitly mention that PowerShell Core is available on Linux/macOS if PowerShell is to be included, or clarify its intended audience.
GitHub Create Pull Request
Aks Kubernetes on Azure tutorial - Create an Azure Kubernetes Service (AKS) cluster ...ain/articles/aks/tutorial-kubernetes-deploy-cluster.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ windows_first
Summary
The documentation provides parallel instructions for Azure CLI, Azure PowerShell, and Azure Developer CLI, but PowerShell is featured heavily throughout, with dedicated sections and commands. PowerShell is a Windows-centric tool, and its inclusion as a primary method may suggest a Windows bias. Additionally, installation instructions for kubectl and AKS cluster creation are given for PowerShell before any mention of Linux-native alternatives (e.g., Bash, native package managers). There is no explicit mention of Linux/macOS-specific installation methods for kubectl (such as using apt, yum, or Homebrew), nor are there examples using Bash scripts or Linux shell commands outside of Azure CLI. The documentation assumes familiarity with PowerShell and Windows patterns, which may create friction for Linux/macOS users.
Recommendations
  • Add explicit instructions for installing kubectl on Linux/macOS using native package managers (e.g., apt, yum, Homebrew).
  • Include Bash shell examples for AKS cluster creation and credential management, especially for users working outside Azure Cloud Shell.
  • Clarify that Azure CLI commands work cross-platform and highlight any OS-specific considerations.
  • Reorder sections so that cross-platform tools (Azure CLI, Bash) are presented before Windows-specific tools (PowerShell).
  • Add notes or links for Linux/macOS users about alternative installation and usage patterns.
GitHub Create Pull Request
Aks Kubernetes on Azure tutorial - Create an Azure Container Registry and build images ...b/main/articles/aks/tutorial-kubernetes-prepare-acr.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation provides parallel examples for Azure CLI and Azure PowerShell, but PowerShell is a Windows-centric tool and is featured throughout. There is no explicit mention of Linux/macOS shell environments (e.g., Bash), nor are there examples tailored to those platforms. The use of environment variables (e.g., $ACRNAME) is shown in PowerShell syntax, which differs from Bash conventions. The tutorial does not clarify cross-platform differences or provide Linux/macOS-specific guidance, which may cause friction for non-Windows users.
Recommendations
  • Add explicit Bash examples for environment variable usage and command syntax, especially for setting variables (e.g., export ACRNAME=myregistry$RANDOM).
  • Clarify that Azure CLI commands work on Linux/macOS and provide any necessary platform-specific notes.
  • Reorder sections to present Azure CLI (cross-platform) before PowerShell (Windows-centric), or clarify that CLI is recommended for Linux/macOS.
  • Include a note about differences in environment variable syntax between PowerShell and Bash.
  • Consider removing or de-emphasizing PowerShell unless there is unique functionality not available in CLI.
GitHub Create Pull Request
Aks Use system node pools in Azure Kubernetes Service (AKS) ...re-aks-docs/blob/main/articles/aks/use-system-pools.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ missing_linux_example
Summary
The documentation provides examples for Azure CLI and Azure PowerShell, but does not offer any Linux-specific shell examples (e.g., Bash) or macOS-specific guidance. The introductory 'Before you begin' section lists Azure CLI first, but then gives equal coverage to Azure PowerShell, which is primarily a Windows-centric tool. Throughout the page, every operation is shown with both Azure CLI and Azure PowerShell, but there are no examples using Bash scripts, Linux-native tools, or macOS-specific instructions. There is also no mention of Linux package managers for installing the CLI, nor any troubleshooting tips for non-Windows environments. The documentation assumes parity between CLI and PowerShell, but PowerShell is not the default shell for most Linux/macOS users.
Recommendations
  • Add explicit Bash shell examples for all CLI commands, showing usage in a Linux/macOS terminal.
  • Include installation instructions for Azure CLI using Linux package managers (apt, yum, etc.) and macOS (Homebrew).
  • Clarify that Azure CLI commands work natively in Bash/zsh/fish and are cross-platform, while PowerShell is optional for Linux/macOS.
  • Add troubleshooting notes for common Linux/macOS issues (e.g., permissions, path, SSH key generation differences).
  • Consider reordering examples to show Azure CLI (Bash) first, then PowerShell, to reflect the cross-platform nature of AKS.
GitHub Create Pull Request
Aks Use Virtual Machines node pools in Azure Kubernetes Services (AKS) .../blob/main/articles/aks/virtual-machines-node-pools.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation demonstrates a moderate Windows bias, especially in sections related to creating Windows node pools. Windows-specific administrative steps (username/password creation, password complexity requirements) are described in detail, and Windows node pool creation is covered with dedicated examples. However, the main workflow uses Azure CLI, which is cross-platform, and Linux is referenced as the default system pool in Windows cluster creation. No Linux-specific examples or parity notes are provided, and Windows administrative patterns (e.g., password complexity) are emphasized without Linux equivalents.
Recommendations
  • Add explicit Linux node pool creation examples, especially in sections where Windows node pool creation is detailed.
  • Include notes or links to Linux password/SSH key management for parity with Windows admin credential steps.
  • When discussing Windows-specific requirements (e.g., password complexity), clarify that these steps are only relevant for Windows node pools and provide Linux alternatives or state that Linux pools do not require these steps.
  • Ensure that examples and workflows for both Windows and Linux node pools are presented side-by-side or in parallel sections.
  • Mention that Azure CLI commands work on Linux/macOS and Windows, and provide any OS-specific caveats if relevant.
GitHub Create Pull Request
Aks Migrate Azure Kubernetes Service (AKS) Pods to Microsoft Entra Workload ID ...les/aks/workload-identity-migrate-from-pod-identity.md
Medium Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ missing_windows_example ⚠️ linux_only_feature ⚠️ windows_support_not_emphasized
Summary
The documentation is generally cross-platform, but the migration sidecar approach is explicitly limited to Linux containers, with no equivalent solution or example for Windows containers. There are no PowerShell or Windows-specific CLI examples; all command-line instructions use Azure CLI and bash syntax, which are cross-platform but shown in a Linux-centric way. The rewrite approach notes that it supports both Linux and Windows containers, but does not provide any Windows-specific guidance or examples.
Recommendations
  • Provide explicit instructions or examples for migrating Windows containers, especially for users who cannot immediately upgrade their SDKs.
  • Include PowerShell or Windows Command Prompt equivalents for Azure CLI and bash commands where relevant.
  • Clarify any limitations or differences for Windows container users in each migration path, and link to additional resources if available.
  • If no migration sidecar exists for Windows, state this clearly and suggest alternative strategies for Windows users.
GitHub Create Pull Request
Aks Integrate an MCP Server with the AI Toolchain Operator on Azure Kubernetes Service (AKS) ...cs/blob/main/articles/aks/ai-toolchain-operator-mcp.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ missing_linux_example
Summary
The documentation page demonstrates mild Windows bias in the prerequisites section by listing Windows-centric tools (Azure PowerShell, Azure CLI, Azure portal) and linking to PowerShell instructions before Linux equivalents. There are no explicit Linux/macOS-specific instructions or examples, and no mention of Linux package managers or shell environments. However, the main technical steps use cross-platform tools (kubectl, curl, Python, uv), and all code samples are bash-based, which are compatible with Linux/macOS. No critical steps are Windows-only.
Recommendations
  • List Linux and macOS instructions and links alongside Windows/PowerShell in the prerequisites (e.g., provide links to Linux/macOS AKS quickstart guides).
  • Explicitly mention that Azure CLI, kubectl, curl, and uv commands work on Linux/macOS and provide any necessary installation instructions for those platforms.
  • If referencing Azure PowerShell, also reference Bash or shell alternatives for Linux/macOS users.
  • Add a note clarifying that all examples are cross-platform unless otherwise stated.
GitHub Create Pull Request
Aks About the Availability Sets deprecation in Azure Kubernetes Services (AKS) ...ocs/blob/main/articles/aks/availability-sets-on-aks.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ missing_linux_example ⚠️ windows_tools
Summary
The documentation relies exclusively on Azure CLI commands and does not mention or provide examples for PowerShell, Windows-specific tools, or Linux/macOS-specific shell environments. However, it assumes the use of Azure CLI, which is cross-platform, but does not clarify installation or usage differences for Linux/macOS users. There are no explicit Linux/macOS examples, nor is there guidance for users who might use Bash, zsh, or other shells. The installation link for Azure CLI is generic, and no platform-specific troubleshooting or alternative commands are provided.
Recommendations
  • Explicitly state that Azure CLI is cross-platform and provide installation instructions for Linux and macOS, including common package managers (apt, yum, brew).
  • Include example commands showing usage in Bash/zsh (e.g., export variables, command substitution), and clarify any differences in environment variable syntax between Windows (PowerShell/cmd) and Linux/macOS (Bash/zsh).
  • Add troubleshooting notes for common Linux/macOS issues (e.g., permissions, path configuration).
  • If PowerShell examples are ever added, ensure Bash/zsh equivalents are also present and shown side-by-side.
GitHub Create Pull Request
Aks Deploy an AKS cluster using the Bicep Kubernetes extension ...https://github.com/MicrosoftDocs/azure-aks-docs/blob/main/articles/aks/learn/quick-kubernetes-deploy-bicep-kubernetes-extension.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for deployment and deletion, but PowerShell examples are given equal prominence and are presented in parallel tabs. There is a slight Windows bias in the tooling recommendations (Visual Studio Code, Azure PowerShell) and in the explicit inclusion of PowerShell commands, which are primarily used on Windows. However, Linux/macOS users are not blocked, as Azure CLI commands are present and all steps can be completed cross-platform.
Recommendations
  • Explicitly mention Linux/macOS compatibility for all steps, especially for Visual Studio Code and Azure CLI.
  • Add a note clarifying that Azure CLI commands work on Linux/macOS and are the recommended cross-platform approach.
  • Consider listing Azure CLI examples before PowerShell, or making CLI the default tab.
  • Reference alternative editors (such as Vim, nano) for users who do not use Visual Studio Code.
  • Ensure that all screenshots and instructions do not assume a Windows environment (e.g., file paths, keyboard shortcuts).
GitHub Create Pull Request
Aks Quickstart: Deploy an Azure Kubernetes Service (AKS) cluster using an ARM template ...icles/aks/learn/quick-kubernetes-deploy-rm-template.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell instructions for all major steps, but consistently lists PowerShell examples and instructions alongside or immediately after CLI, rather than giving Linux/macOS-specific shell examples or prioritizing cross-platform tools. There is a slight Windows-first bias in the ordering and presence of PowerShell, but Linux users can complete all tasks using Azure CLI and kubectl. No steps are Windows-only, and Linux/macOS parity is generally maintained.
Recommendations
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and that PowerShell is primarily for Windows users.
  • List Azure CLI (bash/sh) instructions before PowerShell in each section to prioritize cross-platform usage.
  • Add a note clarifying that all Azure CLI and kubectl commands are fully supported on Linux/macOS.
  • Consider removing or de-emphasizing PowerShell instructions in quickstarts unless there is a Windows-only requirement.
  • Provide a brief table or section comparing command-line options for Linux, macOS, and Windows users.
GitHub Create Pull Request
Aks Manage local accounts with AKS-managed Microsoft Entra integration ...articles/aks/manage-local-accounts-managed-azure-ad.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ windows_tools
Summary
The documentation page primarily uses Azure CLI commands, which are cross-platform, but the only explicit file path example shown is Windows-style (C:\Users\<username>\.kube\config). There are no Linux/macOS path examples, and the output example for merging kubeconfig context is Windows-specific. This subtly prioritizes Windows users and may cause minor confusion for Linux/macOS users.
Recommendations
  • Include Linux/macOS path examples (e.g., ~/.kube/config) alongside Windows paths when showing output or file locations.
  • Add a note clarifying that Azure CLI commands work on Windows, Linux, and macOS, and that file paths will differ by OS.
  • Show output examples for both Windows and Linux/macOS environments where relevant.
GitHub Create Pull Request
Aks Resize Node Pools in Azure Kubernetes Service (AKS) ...re-aks-docs/blob/main/articles/aks/resize-node-pool.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_first
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all AKS node pool operations. While the CLI is cross-platform, the inclusion of Azure PowerShell (which is most commonly used on Windows) as a primary example, and the equal prominence given to it, introduces a mild Windows bias. However, all critical steps can be completed using the Azure CLI and kubectl, which are fully supported on Linux/macOS. There are no sections that are Windows-only, and Linux users are not blocked from completing any task.
Recommendations
  • Clarify that Azure CLI and kubectl are fully cross-platform and can be used on Linux, macOS, and Windows.
  • Consider moving Azure CLI examples before PowerShell, or marking CLI as the recommended/default method for cross-platform parity.
  • Optionally, add a note that Azure PowerShell is available on Linux/macOS, but is more commonly used on Windows.
  • Ensure that all instructions and screenshots (if any) reflect a neutral or cross-platform environment.
GitHub Create Pull Request
Aks Upgrade the Azure Kubernetes Service (AKS) cluster control plane ...cs/blob/main/articles/aks/upgrade-aks-control-plane.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all upgrade operations, but PowerShell (a Windows-centric tool) is consistently presented alongside CLI, and sometimes CLI and PowerShell are given equal prominence. There is no explicit Linux/macOS bias, but the presence of PowerShell examples and references may suggest a slight Windows bias, especially since PowerShell is less commonly used on Linux/macOS. However, all critical tasks are covered with Azure CLI, which is cross-platform.
Recommendations
  • Clarify that Azure CLI is fully cross-platform and recommend it as the default for Linux/macOS users.
  • Add explicit notes or sections for Linux/macOS users, confirming that all CLI commands work natively on those platforms.
  • Consider moving Azure CLI examples before PowerShell examples to reinforce CLI as the primary, cross-platform method.
  • If PowerShell is mentioned, briefly note its availability on Linux/macOS, or link to installation instructions for those platforms.
GitHub Create Pull Request
Aks Fine-tune and deploy an AI model on Azure Kubernetes Service (AKS) with the AI toolchain operator add-on ...b/main/articles/aks/ai-toolchain-operator-fine-tune.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation page references Windows-specific tools and patterns before their Linux equivalents, notably in the 'Before you begin' section, which lists Azure CLI, Azure PowerShell, and Azure portal as options for creating an AKS cluster, with PowerShell (Windows-only) mentioned before the portal. However, all command examples throughout the guide use bash and kubectl, which are cross-platform and suitable for Linux/macOS users. No critical steps are Windows-only, but the initial mention of PowerShell and lack of explicit Linux/macOS guidance may create minor friction.
Recommendations
  • List Linux/macOS options (Azure CLI, portal) before Windows-specific tools (PowerShell) when describing cluster creation.
  • Explicitly state that all command-line examples work on Linux/macOS and Windows (with WSL or bash).
  • Provide a brief note or link for Linux/macOS users on installing Azure CLI and kubectl.
  • Consider removing or de-emphasizing PowerShell unless a specific Windows-only workflow is required.
GitHub Create Pull Request
Aks Configure Tool Calling with an AI Inference Service using the AI Toolchain Operator on Azure Kubernetes Service (AKS) ...ain/articles/aks/ai-toolchain-operator-tool-calling.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ missing_linux_example
Summary
The documentation page exhibits mild Windows bias in the prerequisites section by listing Windows-centric tools (Azure PowerShell, Azure CLI, Azure portal) for AKS cluster creation, with PowerShell mentioned before Linux-native alternatives. No explicit Linux/macOS examples or tools are provided, and there is no mention of Linux-specific commands or troubleshooting. However, the main workflow uses cross-platform tools (kubectl, curl, Python), and the steps themselves are not Windows-specific.
Recommendations
  • Explicitly mention Linux/macOS alternatives for AKS cluster creation, such as using Azure CLI on Linux or Bash scripts.
  • Provide example commands for both Windows (PowerShell) and Linux/macOS (Bash) where relevant, especially in the prerequisites and setup sections.
  • Clarify that Azure CLI and kubectl are cross-platform and provide installation instructions for Linux/macOS users.
  • Avoid listing PowerShell before CLI/Bash alternatives, or present all options together in a neutral order.
  • Add troubleshooting notes for Linux/macOS environments, such as common port-forwarding or networking issues.
GitHub Create Pull Request
Aks Deploy an AI Model on Azure Kubernetes Service (AKS) with the AI Toolchain Operator in the Azure Portal (Preview) ...ain/articles/aks/ai-toolchain-operator-azure-portal.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for connecting to AKS, but the PowerShell instructions are given equal prominence and detail as the CLI, and there is explicit mention of using PowerShell locally. There are no Linux/macOS-specific instructions or examples, and the flow assumes familiarity with Windows tools (PowerShell) alongside the cross-platform Azure CLI. The screenshots and portal instructions are platform-agnostic, but command-line guidance leans toward Windows/PowerShell usage.
Recommendations
  • Add explicit instructions for Linux/macOS users, such as using Bash or Zsh shells.
  • Clarify that Azure CLI commands work on all platforms and provide examples for Linux/macOS terminal environments.
  • Consider listing Azure CLI (cross-platform) instructions before PowerShell, or note that PowerShell is Windows-specific.
  • Include troubleshooting tips for common Linux/macOS issues (e.g., permissions, path differences).
GitHub Create Pull Request
Aks Create an AKS-managed GPU node pool on Azure Kubernetes Service (AKS) ...s-docs/blob/main/articles/aks/aks-managed-gpu-nodes.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation page exhibits mild Windows bias in the 'Before you begin' section, where Windows (PowerShell) and Azure portal options are mentioned alongside Azure CLI for cluster creation, with PowerShell listed before Linux-native options. However, all actual command-line examples throughout the page use Azure CLI, which is cross-platform and compatible with Linux, macOS, and Windows. There are no PowerShell-only instructions or Windows-specific command examples for the main workflow. The limitations section clearly states that Windows node pools are not supported for this GPU feature, and Linux (Ubuntu, Azure Linux) is the default and only supported OS for managed GPU node pools.
Recommendations
  • List Linux-native options (Azure CLI) before Windows/PowerShell in the 'Before you begin' section to reinforce Linux parity.
  • Clarify that Azure CLI commands are cross-platform and provide links to Linux/macOS installation guides.
  • Remove or de-emphasize PowerShell/Windows references in the cluster creation prerequisites, or provide explicit Linux/macOS instructions if PowerShell is mentioned.
  • Ensure all example commands are explicitly marked as cross-platform where relevant.
GitHub Create Pull Request
Aks API Server Authorized IP Ranges in Azure Kubernetes Service (AKS) ...b/main/articles/aks/api-server-authorized-ip-ranges.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_tools ⚠️ windows_example_in_linux_section
Summary
The documentation provides both Azure CLI (cross-platform) and Azure PowerShell (primarily Windows) examples for all AKS operations, which is good for parity. However, in the section about retrieving your public IP address, a Windows PowerShell-specific command (Invoke-RestMethod) is given as an additional option, and a link to a Windows-specific help article is provided. There is no equivalent mention of Linux/macOS-specific tools (e.g., curl, wget, or ifconfig/ip commands) for this common task. This introduces a subtle Windows bias in the tooling guidance.
Recommendations
  • When suggesting how to retrieve the public IP address, provide equivalent Linux/macOS commands (e.g., curl ifconfig.me, or dig as already shown) alongside the Windows PowerShell example.
  • If linking to Windows-specific help articles, also provide links to Linux/macOS equivalents or general-purpose resources.
  • Clarify in the PowerShell sections that Azure PowerShell is available cross-platform (if true), or note any Windows-specific limitations.
  • Consider showing cross-platform commands (like Azure CLI) first, as they are usable on all platforms.
GitHub Create Pull Request
Aks Manage the CSI driver in AKS for volume provisioning ...n/articles/aks/azure-csi-driver-volume-provisioning.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_examples ⚠️ windows_first
Summary
The documentation provides examples and instructions for both Linux and Windows environments, but there is a mild Windows bias. Windows-specific instructions (such as PowerShell commands, Windows path conventions, and references to Windows containers) are present in several places, sometimes appearing before or alongside Linux equivalents. Windows tools and conventions (e.g., PowerShell, Windows paths like 'D:', NTFS filesystem, and Windows container quickstarts) are mentioned explicitly, while Linux instructions are generally more generic. However, Linux users can complete all tasks, and most examples default to Linux-friendly formats.
Recommendations
  • Ensure that Linux examples and instructions are presented first, with Windows-specific notes clearly marked as alternatives.
  • Where Windows-specific commands or paths are shown, provide equivalent Linux/macOS commands and paths in parallel.
  • Avoid assuming Windows tools (e.g., PowerShell) are available; offer bash/sh alternatives wherever possible.
  • Clarify when a step is only relevant for Windows users, and provide explicit Linux/macOS instructions if any differences exist.
  • Review all examples for parity, ensuring Linux/macOS users are not required to infer steps from Windows-centric instructions.
GitHub Create Pull Request
Aks Configure multiple ingress controllers and NGINX ingress annotations with the application routing add-on for Azure Kubernetes Service (AKS) ...b/main/articles/aks/app-routing-nginx-configuration.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first
Summary
The documentation page demonstrates a moderate Windows bias by exclusively using Azure CLI commands for cluster and network resource management, which are most commonly run on Windows or via Azure Cloud Shell. There are no Linux/macOS-specific instructions, nor are alternative Linux-native tools or shell environments mentioned. All command-line examples use Azure CLI and Bash syntax, but the Azure CLI is a cross-platform tool. No PowerShell-specific commands are present, and the workflow is generally compatible with Linux/macOS, but the documentation assumes the use of Azure CLI and does not mention Linux-specific package managers or alternative approaches.
Recommendations
  • Explicitly state that Azure CLI is cross-platform and provide installation instructions for Linux/macOS (e.g., apt, yum, Homebrew).
  • Mention that all Bash examples work on Linux/macOS terminals as well as Windows (with WSL or Git Bash).
  • Include brief notes or links for Linux/macOS users on how to install and configure Azure CLI and kubectl.
  • Clarify that Azure Cloud Shell is available in-browser and is OS-agnostic.
  • If relevant, provide PowerShell examples in a separate tab for Windows users, and Bash examples for Linux/macOS users.
GitHub Create Pull Request
Aks Autoupgrade Node OS Images ...s/blob/main/articles/aks/auto-upgrade-node-os-image.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation provides a balanced overview of both Linux and Windows node OS upgrade channels in AKS, but there is a mild Windows bias. Windows-specific behaviors and limitations are called out separately, and Windows tools (like kured for reboots) are mentioned. However, Linux is generally discussed first and in more detail, with explicit references to Ubuntu, Azure Linux, and related mechanisms. There are no PowerShell-only examples, but all CLI examples use Azure CLI, which is cross-platform but more commonly used on Linux/macOS. No Linux-specific command-line examples (e.g., for troubleshooting or patch status) are provided, and there are no PowerShell or Windows command-line examples for parity.
Recommendations
  • Provide explicit Linux and Windows command-line examples for checking patch status, troubleshooting, or managing upgrades (e.g., using Windows PowerShell or Linux shell commands).
  • Include references to Windows-specific tools and workflows for patch management, not just kured.
  • Clarify the parity of Azure CLI usage on Windows and Linux, and offer PowerShell alternatives where appropriate.
  • Add more detail on how Windows users can monitor and manage node OS upgrades, especially since some channels are unsupported for Windows.
  • Ensure that limitations and behaviors for both OS types are presented with equal prominence and detail.
GitHub Create Pull Request
Aks Certificate Rotation in Azure Kubernetes Service (AKS) ...ks-docs/blob/main/articles/aks/certificate-rotation.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first
Summary
The documentation provides both Linux and Windows file paths when verifying TLS Bootstrapping, mentioning Linux first. However, there is a subtle bias in the use of Windows-specific paths and references to Windows nodes, but all examples and commands are primarily Linux/Unix shell-based (bash, openssl, curl), with no PowerShell or Windows command-line examples. Azure CLI is cross-platform, and all commands shown work on both Linux and Windows. The only explicit Windows reference is in the file path for TLS Bootstrapping, and in the CSR output, which includes Windows node names. No critical steps are Windows-only, and Linux examples are shown first.
Recommendations
  • Provide explicit PowerShell or Windows command-line examples where relevant, especially for certificate inspection and file access.
  • Clarify that Azure CLI commands work on both Windows and Linux, and note any OS-specific differences if they exist.
  • Add more parity in troubleshooting steps for Windows nodes, such as how to inspect certificates or run equivalent commands on Windows.
  • Where file paths are mentioned, provide context or examples for accessing those files on Windows (e.g., using PowerShell).
GitHub Create Pull Request
Aks Optimize costs in Azure Kubernetes Service (AKS) ...aks-docs/blob/main/articles/aks/best-practices-cost.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation page is generally cross-platform in its discussion of AKS cost optimization, but there is a notable Windows bias in the 'Azure Hybrid Benefit' section, which exclusively references Windows VMs and on-premises Windows licenses. Additionally, Windows-specific benefits are mentioned before any Linux equivalents, and there is no mention of similar cost-saving programs for Linux workloads. The examples and tooling throughout the document are mostly platform-neutral (Azure CLI, portal, Terraform), but the lack of explicit Linux/macOS cost optimization options and the prioritization of Windows licensing benefits create a mild bias.
Recommendations
  • Add information about cost optimization strategies for Linux-based workloads, such as leveraging open-source licensing or specific Linux VM discounts if available.
  • Clarify that Azure Hybrid Benefit is only applicable to Windows workloads and provide equivalent cost-saving recommendations for Linux users.
  • Ensure that any platform-specific benefits (Windows or Linux) are presented in parallel, rather than Windows-first.
  • Include explicit examples or notes for Linux/macOS users where relevant, especially in sections discussing licensing and VM selection.
GitHub Create Pull Request
Aks Concepts - IP address planning in Azure Kubernetes Service (AKS) ...n/articles/aks/concepts-network-ip-address-planning.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first
Summary
The documentation page demonstrates minor Windows bias by referencing Azure CLI and Azure Resource Manager templates as primary configuration methods, both of which are available cross-platform but are often associated with Windows environments. The Azure portal is also mentioned, which is web-based and platform-neutral. No Linux/macOS-specific tools or shell examples are provided, and no PowerShell-specific instructions are present. The ordering of examples (CLI, ARM template, portal) is typical for Azure docs but may subtly favor Windows users by not mentioning Bash or Linux-native approaches explicitly.
Recommendations
  • Explicitly state that Azure CLI is cross-platform and provide example commands for Bash/zsh shells.
  • Include notes or examples for configuring AKS using Linux/macOS environments, such as using Bash scripts.
  • Reference Linux-native tools or workflows where applicable, or clarify that all listed tools are platform-neutral.
  • If possible, provide parity examples for cluster configuration using Linux/macOS terminal environments.
GitHub Create Pull Request
Aks Concepts - Storage in Azure Kubernetes Services (AKS) ...re-aks-docs/blob/main/articles/aks/concepts-storage.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_example_present ⚠️ windows_linux_difference_called_out
Summary
The documentation is largely platform-neutral, focusing on Kubernetes and Azure storage concepts applicable to both Linux and Windows node pools. However, there is a minor bias in the Persistent Volume Claims section, where a specific YAML example is provided for mounting volumes in Windows containers, while the Linux example is more generic. Additionally, the documentation explicitly notes that persistent volumes cannot be shared between Windows and Linux pods due to filesystem differences, but does not provide Linux-specific examples or call out Linux-specific patterns elsewhere.
Recommendations
  • Provide explicit Linux container volume mount examples alongside the Windows example, showing typical Linux mount paths and conventions.
  • Where platform differences are noted (e.g., persistent volumes not shared between Windows and Linux pods), offer guidance or links for Linux users on best practices or alternatives.
  • Ensure that any example or pattern shown for Windows is matched with a Linux equivalent, especially in sections where YAML manifests or configuration details are provided.
GitHub Create Pull Request
Aks Configure Azure CNI Pod Subnet - Dynamic IP Allocation and enhanced subnet support ...icles/aks/configure-azure-cni-dynamic-ip-allocation.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation exclusively uses Azure CLI commands and references Azure Portal for monitoring, both of which are cross-platform but are most commonly associated with Windows environments. There are no explicit Linux/macOS-specific instructions, nor are there examples using Bash scripts tailored for Linux, nor any mention of Linux-specific tools or considerations. All command-line examples are generic and do not show PowerShell syntax, but the lack of Linux/macOS parity in monitoring steps and troubleshooting may create friction for non-Windows users.
Recommendations
  • Explicitly state that Azure CLI is cross-platform and provide installation instructions for Linux/macOS users.
  • Include Linux/macOS-specific notes for steps such as file downloads (e.g., using wget/curl for YAML files).
  • Add troubleshooting tips for common Linux/macOS issues (e.g., permissions, environment variables).
  • Mention that Azure Portal is web-based and accessible from any OS.
  • Provide alternative monitoring instructions using kubectl or other CLI tools for users who prefer not to use the Azure Portal.
GitHub Create Pull Request
Aks Limit access to kubeconfig in Azure Kubernetes Service (AKS) ...cs/blob/main/articles/aks/control-kubeconfig-access.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation references Windows-specific tools and patterns before Linux equivalents, such as listing Azure PowerShell and the Azure portal as cluster creation options alongside Azure CLI, and referencing PowerShell in the quickstart links. However, all command-line examples use Azure CLI and bash-style syntax, which is cross-platform and Linux-friendly. There are no explicit Windows-only commands or examples, but the ordering and mention of PowerShell may subtly prioritize Windows users.
Recommendations
  • List Linux/macOS options (Azure CLI) before Windows-specific options (PowerShell) when describing setup steps.
  • Clarify that all CLI examples work on Linux, macOS, and Windows (with WSL or bash).
  • Add a note or section for Windows users explaining how to run bash-style commands (e.g., using WSL, Git Bash, or Azure Cloud Shell) if they are not using Linux/macOS.
  • Remove or de-emphasize PowerShell references unless a PowerShell-specific example is provided.
  • Ensure parity in quickstart links: provide a Linux/macOS-focused quickstart alongside PowerShell and portal options.
GitHub Create Pull Request
Aks Install the Dapr extension for Azure Kubernetes Service (AKS) and Arc-enabled Kubernetes ...softDocs/azure-aks-docs/blob/main/articles/aks/dapr.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ powershell_heavy ⚠️ windows_first
Summary
The documentation page demonstrates mild Windows bias. While the main installation and management instructions use the Azure CLI (which is cross-platform), some examples and troubleshooting steps reference Windows-specific tools and patterns. For example, the command to list Dapr CRDs uses 'findstr', a Windows command, and is shown as a PowerShell snippet. There are no equivalent Linux/macOS examples (e.g., using 'grep'). Additionally, the order of examples and commands tends to favor Windows conventions first.
Recommendations
  • Provide Linux/macOS equivalents for commands that use Windows-specific tools (e.g., show 'kubectl get crds | grep dapr.io' alongside the 'findstr' example).
  • Label command snippets with their intended platform (e.g., Windows, Linux/macOS) to clarify applicability.
  • Ensure that cross-platform commands (like Azure CLI) are demonstrated in a way that is agnostic to the shell environment.
  • Avoid using PowerShell-specific syntax unless necessary, and always provide a Bash alternative.
  • Review all examples and troubleshooting steps for platform-specific assumptions and add parity where missing.
GitHub Create Pull Request
Aks Delete an Azure Kubernetes Service (AKS) node pool ...re-aks-docs/blob/main/articles/aks/delete-node-pool.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ windows_tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for deleting AKS node pools, but PowerShell (a Windows-centric tool) is given equal prominence to CLI, and is presented before the Azure portal instructions. There are no Linux/macOS-specific shell examples or notes, and PowerShell is not natively available on most Linux/macOS systems. The CLI examples are cross-platform, but the inclusion and prominence of PowerShell may create friction for non-Windows users.
Recommendations
  • Prioritize Azure CLI examples, as they are cross-platform and work on Windows, Linux, and macOS.
  • Clearly indicate that PowerShell is primarily for Windows users, and provide guidance for Linux/macOS users to use Azure CLI.
  • Add notes or tabs for Bash or shell environments where relevant, especially for verification steps.
  • If PowerShell is included, ensure it is presented after CLI and portal instructions, or in a separate 'Windows only' section.
  • Explicitly state that Azure CLI is recommended for Linux/macOS users.
GitHub Create Pull Request
Aks Delete an Azure Kubernetes Service (AKS) cluster ...zure-aks-docs/blob/main/articles/aks/delete-cluster.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides deletion instructions for AKS clusters using Azure CLI, Azure PowerShell, and the Azure portal. While the Azure CLI is cross-platform, the PowerShell example is Windows-centric and is presented before any mention of Linux-specific tools or shell environments. There are no Linux/macOS-specific examples (e.g., bash scripting nuances, package manager installation notes), nor is there explicit mention of Linux shell usage beyond the generic CLI example.
Recommendations
  • Clarify that Azure CLI commands work on Linux, macOS, and Windows, and provide explicit bash/zsh examples if there are platform-specific considerations.
  • Add notes or links for installing Azure CLI on Linux/macOS.
  • If PowerShell is mentioned, clarify that PowerShell Core is cross-platform, or provide bash alternatives where relevant.
  • Consider listing the Azure CLI (Linux-friendly) example before PowerShell to reduce perceived Windows-first bias.
GitHub Create Pull Request
Aks Schedule and Deploy Batch Jobs with Kueue on Azure Kubernetes Service (AKS) ...blob/main/articles/aks/deploy-batch-jobs-with-kueue.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ windows_tools
Summary
The documentation page demonstrates a mild Windows bias in the prerequisites section, where Windows-centric tools (Azure CLI, Azure PowerShell, Azure portal) are listed for AKS cluster creation, with PowerShell mentioned before Linux-native alternatives. However, all operational examples (kubectl, Helm, YAML manifests) are cross-platform and shell-agnostic, using Bash syntax compatible with Linux/macOS. No critical steps are Windows-only, and Linux/macOS users can follow the guide without significant friction.
Recommendations
  • Explicitly mention Linux/macOS compatibility in the prerequisites and examples.
  • List Linux-native tools (Azure CLI, Bash) before or alongside PowerShell and Windows-specific options.
  • Provide example commands for AKS cluster creation using Bash/Azure CLI on Linux/macOS, not just PowerShell.
  • Clarify that all kubectl and Helm commands work on Linux, macOS, and Windows.
  • Add a note or section for Linux/macOS users, highlighting any differences or confirming parity.
GitHub Create Pull Request
Aks Understand platform differences for the web application workload ...-aks-docs/blob/main/articles/aks/eks-web-understand.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ powershell_heavy ⚠️ windows_first
Summary
The documentation page demonstrates mild Windows bias by listing PowerShell as a native CLI option for AKS, referencing Azure CLI and Azure Developer CLI (which are cross-platform but often associated with Windows), and including PowerShell links in the deployment options. While Linux/macOS users can use Azure CLI and other tools, the explicit mention and linking of PowerShell as a primary deployment method suggests a Windows-centric perspective. Additionally, Azure CLI is described as 'streamlined,' but no mention is made of Linux-specific patterns or shell usage. Examples and instructions do not explicitly show Linux/macOS parity, and Windows tools are listed before Linux alternatives in some cases.
Recommendations
  • Explicitly state that Azure CLI and Azure Developer CLI are cross-platform and provide example commands for Linux/macOS shells (e.g., Bash, zsh).
  • Add Linux/macOS-specific deployment examples or notes, especially where PowerShell is mentioned.
  • Clarify that PowerShell is optional and provide parity for Bash or other common Linux shells.
  • Ensure that CLI instructions and links do not prioritize Windows tools over cross-platform alternatives.
  • Consider adding a section or note about platform compatibility for all listed tools.
GitHub Create Pull Request
Aks Customer intent: "As a cloud administrator, I want to log in to Azure using the CLI with a workaround, so that I can securely access my subscription and manage resources without issues." ...cs/blob/main/articles/aks/includes/azd/azd-login-ts.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_only_announcement
Summary
The documentation is generally cross-platform, using Azure CLI and curl, which work on Windows, Linux, and macOS. However, there is a notable Windows bias in the announcement section, which discusses the Windows-only Web Account Manager (WAM) broker and provides instructions relevant only to Windows users, without mentioning Linux/macOS equivalents or alternatives.
Recommendations
  • Add a note clarifying that the WAM broker is Windows-only and explain what Linux/macOS users should expect or do instead.
  • If there are Linux/macOS-specific authentication improvements or alternatives, mention them.
  • Ensure parity in announcements and configuration guidance for all platforms, or explicitly state when a feature is platform-specific.
GitHub Create Pull Request
Aks Deploy a Java application with Open Liberty/WebSphere Liberty on an Azure Kubernetes Service (AKS) cluster ...lob/main/articles/aks/howto-deploy-java-liberty-app.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Bash and PowerShell examples for all command-line steps, ensuring Linux and macOS users are supported. However, PowerShell examples are shown for every step, and in some cases, Windows-specific patterns (e.g., use of $Env: variables, Windows Subsystem for Linux in prerequisites) are mentioned. The ordering of examples sometimes puts Bash first, but PowerShell is always present and detailed, which may create a perception of Windows-first or PowerShell-heavy bias. No critical steps are Windows-only, and Linux/macOS users can complete all tasks without friction.
Recommendations
  • Continue to provide Bash examples first, as Bash is the default shell for most Linux/macOS users.
  • Clarify in the prerequisites that Bash examples apply to native Linux/macOS terminals and Windows Subsystem for Linux (WSL), while PowerShell examples are for Windows users.
  • Consider adding a note or table at the top explaining which shell to use based on OS.
  • Ensure parity in troubleshooting and advanced sections, referencing Linux-native tools where relevant.
  • If possible, add explicit macOS notes where there are differences (e.g., file paths, permissions).
GitHub Create Pull Request
Aks Create an internal load balancer ...s/azure-aks-docs/blob/main/articles/aks/internal-lb.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ powershell_heavy ⚠️ windows_first
Summary
The documentation references both Azure CLI and Azure PowerShell for cluster creation and subnet listing, but consistently mentions PowerShell as an alternative and provides direct links to PowerShell commands. The only non-CLI command example given is for PowerShell (`Get-AzVirtualNetworkSubnetConfig`), and PowerShell is mentioned before Linux-native tools in some places. There are no Linux/macOS-specific examples or mentions of Bash scripting, nor any parity for PowerShell commands with Bash equivalents. However, the main workflow uses Azure CLI and kubectl, which are cross-platform.
Recommendations
  • Provide Bash or shell script equivalents for all PowerShell commands, especially for subnet listing and resource management.
  • When listing options for cluster creation or resource management, mention CLI and Bash alternatives before or alongside PowerShell.
  • Clarify that Azure CLI and kubectl are cross-platform and provide explicit instructions for Linux/macOS users where relevant.
  • Add notes or links to Linux/macOS installation and usage guides for Azure CLI and kubectl.
  • Remove unnecessary PowerShell bias in links and examples, or balance them with Linux/macOS alternatives.
GitHub Create Pull Request
Aks Plug in CA certificates for Istio-based service mesh add-on on Azure Kubernetes Service ...ure-aks-docs/blob/main/articles/aks/istio-plugin-ca.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation exclusively provides command-line examples using Azure CLI and kubectl, which are cross-platform tools, but it lacks explicit mention of Linux/macOS environments or any platform-specific considerations. There is no evidence of Windows-only commands (e.g., PowerShell), but the documentation does not clarify that all commands work equally on Linux/macOS, nor does it provide any Linux/macOS-specific troubleshooting or notes. The order of presentation and implicit assumptions may lead Linux/macOS users to wonder if there are platform-specific steps or issues.
Recommendations
  • Explicitly state that all CLI commands are cross-platform and provide links or notes about installing Azure CLI and kubectl on Linux/macOS.
  • Add troubleshooting notes or caveats for Linux/macOS users where relevant (e.g., file permissions, shell differences).
  • Include a short section or note confirming that no steps are Windows-specific and that the process is identical on Linux/macOS.
  • If any step has platform-specific nuances (such as file path formats), clarify them.
GitHub Create Pull Request
Aks Access Kubernetes resources using the Azure portal ...e-aks-docs/blob/main/articles/aks/kubernetes-portal.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI (Linux/macOS friendly) and Azure PowerShell (Windows-centric) instructions for managing AKS API server authorized IP ranges. However, the PowerShell example is given equal prominence and is presented immediately after the CLI example, which may suggest parity but also reinforces Windows tooling. There are no explicit Linux/macOS-only examples, nor are there any sections that require Windows-specific tools to complete the workflow. The rest of the documentation is platform-neutral, focusing on the Azure portal and Kubernetes YAML, which are cross-platform.
Recommendations
  • Clearly indicate that Azure CLI works on Linux, macOS, and Windows, while Azure PowerShell is primarily for Windows users.
  • Consider listing Azure CLI instructions first and labeling them as the recommended cross-platform approach.
  • Add a note clarifying that all portal-based steps are platform-agnostic.
  • If possible, provide bash/zsh examples for common troubleshooting tasks, especially where PowerShell syntax is shown.
  • Explicitly mention that the Azure CLI can be used in Cloud Shell (browser-based, cross-platform) for all users.
GitHub Create Pull Request
Aks View Kubelet Logs from AKS Nodes .../azure-aks-docs/blob/main/articles/aks/kubelet-logs.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_example_present
Summary
The documentation provides Linux-focused instructions for viewing kubelet logs on AKS nodes, primarily using journalctl and bash commands. Windows node instructions are present, but only as a brief note at the end, specifying the log location and the use of the 'more' command. There is no evidence of Windows-first ordering, Powershell-heavy examples, or missing Linux examples; the main flow is Linux-centric, with Windows covered as an aside.
Recommendations
  • Expand the Windows section to include more detailed steps, such as how to SSH or RDP into Windows nodes, and how to locate and interpret kubelet logs.
  • Provide parity in troubleshooting steps for Windows nodes, including PowerShell commands where appropriate.
  • Consider grouping Linux and Windows instructions into clearly labeled subsections for easier navigation.
  • Add a note at the beginning clarifying which instructions apply to Linux nodes and which to Windows nodes.
GitHub Create Pull Request
Aks Install existing applications with Helm in Azure Kubernetes Service (AKS) ...ure-aks-docs/blob/main/articles/aks/kubernetes-helm.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 1 bias type
Detected Bias Types
⚠️ windows_first
Summary
The documentation generally provides cross-platform, shell-agnostic instructions for using Helm with AKS, focusing on standard CLI commands. However, in the 'Before you begin' section, when referencing how to create an AKS cluster, the documentation lists 'Azure CLI', 'Azure PowerShell', and 'Azure portal' in that order, with PowerShell (a Windows-centric tool) mentioned before the portal and without explicit mention of Linux-native tools or workflows. No PowerShell-specific commands or Windows-only tools are used in the main Helm workflow examples, and all command-line examples use bash-style syntax.
Recommendations
  • When listing options for creating an AKS cluster, ensure Linux-native tools (Azure CLI) are always listed first, and clarify that Azure CLI is fully cross-platform.
  • Consider explicitly mentioning that all command-line examples are intended to work on Linux, macOS, and Windows (with WSL or Azure CLI installed), to reassure non-Windows users.
  • If referencing PowerShell, provide equivalent Bash or shell commands where appropriate, or clarify when a step is platform-agnostic.
  • Add a note that Azure CLI is available on all major platforms and is the recommended tool for Linux/macOS users.
GitHub Create Pull Request
Aks Quickstart: Deploy an Azure Kubernetes Service (AKS) cluster with Flatcar Container Linux for AKS (preview) using an ARM template ...rticles/aks/learn/quick-flatcar-deploy-arm-template.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for connecting to the AKS cluster and deleting resources, but PowerShell instructions are presented as a primary alternative to Azure CLI, with no mention of Linux/macOS-specific shell environments or tools. The SSH key creation section does mention both 'az sshkey create' and 'ssh-keygen', but overall, Windows-centric tools (PowerShell) are given parity with CLI, and there is no explicit guidance for Linux/macOS users regarding their native environments. The documentation does not reference Windows-only tools, but the structure and example ordering may create friction for Linux/macOS users.
Recommendations
  • Explicitly mention Linux/macOS environments and provide guidance for using Bash or Zsh shells, including any OS-specific considerations for Azure CLI.
  • Clarify that Azure CLI commands work on Linux/macOS and Windows, and provide troubleshooting tips for common issues on non-Windows platforms.
  • Reorder examples to present Azure CLI (cross-platform) instructions first, and clearly label PowerShell as a Windows-specific alternative.
  • Add notes or sections for Linux/macOS users, such as how to install Azure CLI and kubectl on those platforms.
  • Avoid implying parity between PowerShell and Bash unless both are equally supported and documented.
GitHub Create Pull Request
Aks Install Kueue on Azure Kubernetes Service (AKS) ...zure-aks-docs/blob/main/articles/aks/kueue-overview.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_mention
Summary
The documentation page primarily provides Bash-based examples for installing and managing Kueue on AKS, which are cross-platform and suitable for both Linux and Windows (with WSL or Git Bash). However, in the prerequisites section, Windows-centric tools and patterns are mentioned first: the Azure CLI, Azure PowerShell, and Azure Portal are listed as options to create an AKS cluster, with PowerShell explicitly referenced and linked. There are no explicit Linux-only or Windows-only command examples, but the ordering and inclusion of PowerShell as a primary option may signal a Windows-first bias.
Recommendations
  • List Linux-native tools (e.g., Bash, Azure CLI on Linux) before or alongside Windows tools in the prerequisites.
  • Provide explicit instructions or links for creating AKS clusters on Linux/macOS (e.g., using Azure CLI in a Linux terminal).
  • Clarify that all shown Bash commands work on Linux, macOS, and Windows (with WSL or compatible shell).
  • If mentioning PowerShell, also mention Linux equivalents or alternatives (e.g., Bash scripts for cluster creation).
GitHub Create Pull Request
Aks Quickstart: Deploy an Azure Kubernetes Service (AKS) cluster using Bicep ...in/articles/aks/learn/quick-kubernetes-deploy-bicep.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell instructions for all major steps, but PowerShell (a Windows-centric tool) is given equal prominence as Azure CLI. There are no Linux-specific examples or explicit mentions of Linux/macOS terminal usage, and PowerShell is presented as a primary option throughout. The SSH key generation step does mention 'ssh-keygen', which is cross-platform, but otherwise, the documentation does not address Linux/macOS users directly or provide tailored guidance for those platforms.
Recommendations
  • Clarify that Azure CLI commands work on Linux, macOS, and Windows, and recommend CLI for cross-platform parity.
  • Add explicit instructions or notes for Linux/macOS users, such as installing Azure CLI and kubectl on those platforms.
  • De-emphasize PowerShell as a primary option, or present Azure CLI examples first, as CLI is natively cross-platform.
  • Include troubleshooting notes for common Linux/macOS issues (e.g., file permissions, environment variables).
  • Add a section or tab for Bash shell usage, especially for steps like uploading files to Cloud Shell.
GitHub Create Pull Request
Aks Configure LocalDNS in Azure Kubernetes Service (AKS) ...ure-aks-docs/blob/main/articles/aks/localdns-custom.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation references Windows-centric tools and patterns before Linux equivalents, notably in the prerequisites section where Azure PowerShell and Azure CLI are both mentioned, but PowerShell is listed before Linux-friendly CLI. However, all command examples use Azure CLI and kubectl, which are cross-platform. There are no exclusive Windows-only examples, but the ordering and mention of PowerShell may subtly signal a Windows-first approach.
Recommendations
  • List Azure CLI before Azure PowerShell in prerequisites and quickstart links, as CLI is more widely used across platforms.
  • Explicitly mention that Azure CLI and kubectl are cross-platform and provide installation links for Linux/macOS.
  • Add a note clarifying that all command-line examples work on Linux, macOS, and Windows.
  • Consider removing or de-emphasizing PowerShell references unless a specific Windows-only workflow is required.
GitHub Create Pull Request
Aks Azure Kubernetes Service (AKS) Managed Gateway API Installation ...aks-docs/blob/main/articles/aks/managed-gateway-api.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ missing_linux_example
Summary
The documentation relies exclusively on Azure CLI (az) commands for installation, management, and uninstallation of the Managed Gateway API CRDs. While Azure CLI is cross-platform, there is no mention of Linux-specific package managers, shell environments, or alternative installation methods. There are no PowerShell-specific examples, but the documentation does not address Linux/macOS nuances or provide parity for users who may prefer native Linux tools or scripts. The examples and instructions are generic, but the focus on Azure CLI (commonly associated with Windows environments) and lack of explicit Linux/macOS guidance creates a subtle bias.
Recommendations
  • Explicitly state that Azure CLI is cross-platform and provide installation instructions for Linux/macOS users.
  • Include notes or examples for common Linux shell environments (e.g., bash, zsh) where relevant.
  • Mention alternative methods for managing AKS clusters (such as using the Azure portal, REST API, or Terraform) if applicable.
  • Clarify that all commands work on Linux/macOS, and highlight any OS-specific caveats if present.
  • Provide troubleshooting tips for Linux/macOS users (e.g., permissions, environment variables).
GitHub Create Pull Request
Aks Node resource reservations in Azure Kubernetes Service (AKS) ...s/blob/main/articles/aks/node-resource-reservations.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_only_note
Summary
The documentation is largely platform-neutral, but there is a specific note about AKS reserving extra memory for system processes on Windows nodes. No equivalent details or examples are provided for Linux nodes, and the Windows-specific reservation is mentioned without parity or comparative information for Linux.
Recommendations
  • Add a corresponding note about memory reservations for system processes on Linux nodes, if applicable.
  • Clarify whether Linux nodes have similar or different system process reservations, and provide those values or references.
  • If there are platform-specific differences in resource reservations, present them in a side-by-side table or section for clear comparison.
  • Ensure that any Windows-specific information is matched by Linux/macOS details where relevant.
GitHub Create Pull Request
Aks Use NVIDIA GPU Operator on Azure Kubernetes Service (AKS) ...aks-docs/blob/main/articles/aks/nvidia-gpu-operator.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy ⚠️ windows_tools
Summary
The documentation references Windows tools and patterns before Linux equivalents, such as listing Azure PowerShell and Azure portal alongside Azure CLI for cluster creation, and includes a dedicated link for Azure PowerShell. There are no explicit Linux/macOS examples or mentions of Linux-specific workflows. The examples use Azure CLI, which is cross-platform, but the initial guidance and links show a Windows-first orientation.
Recommendations
  • List Linux/macOS options and workflows explicitly, such as using Bash or shell scripts for cluster creation.
  • Provide links to Linux/macOS-specific quickstart guides alongside Windows/PowerShell guides.
  • Ensure examples and instructions are not Windows-centric and clarify that Azure CLI works on all platforms.
  • Add notes or sections for Linux/macOS users where relevant, including troubleshooting or environment setup.
GitHub Create Pull Request
Aks Optimize Azure Kubernetes Service (AKS) usage and costs ...-aks-docs/blob/main/articles/aks/optimize-aks-costs.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 1 bias type
Detected Bias Types
⚠️ windows_tools
Summary
The documentation page is largely platform-neutral, focusing on AKS concepts and Kubernetes features. However, there is a minor Windows bias in the Azure Hybrid Benefits section, which exclusively references bringing Windows Server and SQL Server licenses to Azure, without mentioning Linux licensing or equivalents. No command-line examples, tooling, or workflow instructions are present that favor Windows or PowerShell over Linux/macOS.
Recommendations
  • In the Azure Hybrid Benefits section, clarify that this benefit is specific to Windows workloads and mention that Linux workloads do not have an equivalent licensing program, or reference any Linux-specific cost optimization options if available.
  • Ensure future documentation includes platform-agnostic examples or provides both Windows and Linux/macOS instructions when command-line or tooling steps are involved.
GitHub Create Pull Request
Aks Outbound network and FQDN rules for Azure Kubernetes Service (AKS) clusters ...lob/main/articles/aks/outbound-rules-control-egress.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_examples ⚠️ windows_section
Summary
The documentation is generally cross-platform and AKS-focused, but there is a dedicated section for Windows Server node pools, listing Windows-specific FQDNs and update endpoints. Additionally, 'PowerShell' is mentioned as an example package in the context of apt-get operations, and Windows-related binaries and update endpoints are described in detail. However, Linux is also well-represented, with explicit mention of Ubuntu endpoints and apt-get operations. No PowerShell-only examples or Windows-first ordering is present, and Linux-specific requirements are covered where relevant.
Recommendations
  • Clarify that 'PowerShell' is available on Linux and macOS, not just Windows, when listing example packages.
  • Provide parity in detail for Linux and Windows node pool requirements (e.g., both should have explicit update endpoint tables and explanations).
  • Add a brief note in the Windows Server node pools section referencing the equivalent Linux update endpoints for clarity.
  • Ensure that any tools or binaries mentioned (e.g., PowerShell, Azure CLI) are described as cross-platform where applicable.
GitHub Create Pull Request
Aks AKS Regulated Cluster for PCI DSS 4.0.1 - Risk Assessment and Code Assets ...-aks-docs/blob/main/articles/aks/pci-ra-code-assets.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ powershell_heavy ⚠️ windows_first
Summary
The documentation page demonstrates mild Windows bias, primarily through references to Windows-specific tools (Visio file for architecture diagrams) and PowerShell cmdlets for configuring conditional access. These examples and resources are presented without Linux/macOS equivalents or alternatives, and Windows-centric tools are mentioned first or exclusively in relevant sections. However, most technical guidance is platform-agnostic and focuses on Azure and Kubernetes concepts.
Recommendations
  • Provide Linux/macOS equivalents for PowerShell commands, such as Azure CLI or REST API examples for conditional access policy management.
  • Offer architecture diagrams in open formats (e.g., SVG, PNG, PDF) alongside Visio files to accommodate non-Windows users.
  • Explicitly mention cross-platform tools and workflows where possible, ensuring parity in operational instructions.
  • Where jump box or management VM access is discussed, clarify that both Linux and Windows VMs are supported and provide examples for both.
GitHub Create Pull Request
Aks Develop on Azure Kubernetes Service (AKS) with Helm ...ure-aks-docs/blob/main/articles/aks/quickstart-helm.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides parallel examples for both Azure CLI and Azure PowerShell throughout, but PowerShell (a Windows-centric tool) is given equal prominence as Azure CLI, and is presented in every major step. There are no explicit Linux/macOS examples or mentions of platform-specific considerations. Azure CLI is cross-platform, but PowerShell is primarily associated with Windows, and its inclusion may suggest a Windows bias. However, all critical tasks can be completed with Azure CLI, which works on Linux/macOS, and the only shell-specific commands outside Azure CLI/PowerShell are standard Bash commands (git, cd, helm, kubectl), which are cross-platform.
Recommendations
  • Clarify that Azure CLI is cross-platform and preferred for Linux/macOS users.
  • Add explicit notes or tabs for Linux/macOS users, confirming that Azure CLI commands work natively on those platforms.
  • Consider placing Azure CLI examples before PowerShell examples to reduce perceived Windows-first bias.
  • Remove or de-emphasize PowerShell examples in sections where Azure CLI is sufficient, or add Bash-only workflows for Linux/macOS users.
  • Mention platform-specific installation steps for prerequisites (e.g., Helm, Azure CLI) for Linux/macOS.
GitHub Create Pull Request
Aks Deploy an application with the Dapr cluster extension for Azure Kubernetes Service (AKS) or Arc-enabled Kubernetes ...ure-aks-docs/blob/main/articles/aks/quickstart-dapr.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation lists both Azure CLI and Azure PowerShell as prerequisites, and provides resource cleanup instructions for both. However, Azure PowerShell (a Windows-centric tool) is mentioned alongside Azure CLI in prerequisites, and cleanup instructions are provided for both, with Azure CLI shown first. There are no exclusive Windows-only commands or examples, and all operational steps use cross-platform tools (git, kubectl, curl). No Linux/macOS equivalents are missing, and no Windows-only patterns or tools are used for the main workflow.
Recommendations
  • Clarify that Azure CLI is fully cross-platform, while Azure PowerShell is primarily used on Windows (though it can run on Linux/macOS).
  • Consider listing Azure CLI as the primary recommended tool, with Azure PowerShell as an alternative for Windows users.
  • Add a note for Linux/macOS users that Azure PowerShell is optional and Azure CLI is sufficient.
  • Ensure that any future examples or troubleshooting steps do not assume Windows-only environments.
GitHub Create Pull Request
Aks Manually scale nodes in an Azure Kubernetes Service (AKS) cluster ...azure-aks-docs/blob/main/articles/aks/scale-cluster.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ powershell_heavy ⚠️ windows_first
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for scaling AKS clusters, but PowerShell is a Windows-centric tool and is presented as a primary alternative to Azure CLI. There are no Linux shell-specific examples (e.g., Bash scripts, shell pipelines), nor are Linux/macOS command-line patterns or tools mentioned. The structure gives equal weight to PowerShell and CLI, but PowerShell's inclusion may suggest a slight Windows bias, especially for users unfamiliar with it on non-Windows platforms.
Recommendations
  • Clarify that Azure CLI is cross-platform and preferred for Linux/macOS users.
  • Add explicit Bash/shell examples where relevant, especially for scripting or automation.
  • Note that PowerShell Core is available on Linux/macOS, but most Linux users will prefer Bash/CLI.
  • Consider reordering sections to present Azure CLI first, emphasizing its cross-platform nature.
  • Provide guidance or links for Linux/macOS users on installing and using Azure CLI.
GitHub Create Pull Request
Aks Secure container access to resources ...docs/blob/main/articles/aks/secure-container-access.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first ⚠️ missing_linux_example
Summary
The documentation page is focused on Linux security features for AKS containers, but there are minor instances of Windows bias. In the prerequisites for creating an AKS cluster, Windows tools (Azure PowerShell) are mentioned alongside Azure CLI and Portal, and the PowerShell link appears before the Portal link. However, all technical examples, security features, and walkthroughs are exclusively Linux-focused, and Windows node pools are explicitly called out as unsupported for these features. There are no PowerShell-specific commands or Windows-only configuration steps, but the initial cluster creation instructions could be more Linux-centric.
Recommendations
  • List Linux-friendly tools (Azure CLI, Portal) before Windows-specific tools (PowerShell) in prerequisites.
  • Clarify that all security features described are Linux-only at the start of the document.
  • Provide explicit guidance or links for Windows node pool users about alternative security approaches, if any.
  • Remove or de-emphasize Windows/PowerShell links in sections that are exclusively relevant to Linux.
  • Add a summary table comparing feature availability for Linux vs. Windows node pools.
GitHub Create Pull Request
Aks Stop and start an Azure Kubernetes Service (AKS) cluster ...-aks-docs/blob/main/articles/aks/start-stop-cluster.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell instructions for stopping and starting AKS clusters. However, PowerShell examples are given equal prominence to CLI, and PowerShell is a Windows-centric tool. In the 'Before you begin' section, Azure PowerShell is mentioned before the Azure portal, and CLI is listed first. There are no Linux-specific instructions or notes about differences in experience for Linux/macOS users. The CLI examples are cross-platform, but the presence and equal emphasis on PowerShell may create a slight Windows bias.
Recommendations
  • Clearly indicate that Azure CLI is cross-platform and preferred for Linux/macOS users.
  • Add a note clarifying that Azure PowerShell is primarily for Windows and provide guidance for Linux/macOS users to use Azure CLI.
  • Consider listing Azure CLI instructions before PowerShell in all sections.
  • If possible, add troubleshooting notes or links for Linux/macOS users regarding Azure CLI installation and usage.
GitHub Create Pull Request
Aks Supported Kubernetes versions in Azure Kubernetes Service (AKS). ...lob/main/articles/aks/supported-kubernetes-versions.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_examples ⚠️ windows_linux_equivalence ⚠️ windows_first
Summary
The documentation provides both Windows and Linux information for AKS, but there is a notable bias toward Windows in several areas. Examples for installing and using kubectl are given for both Azure CLI and Azure PowerShell, but PowerShell (Windows-centric) is presented as an equal alternative to CLI, which is cross-platform. OS component tables consistently list Windows alongside Linux distributions, sometimes with Windows-specific tools and add-ons. In command examples, Windows tools (PowerShell cmdlets) are given equal prominence to CLI commands, and sometimes appear before Linux equivalents. However, Linux is well-represented in component lists and technical details.
Recommendations
  • Present Azure CLI (cross-platform) examples before PowerShell examples, and clarify that PowerShell is Windows-specific.
  • Explicitly state which commands/tools are cross-platform and which are Windows-only.
  • Where possible, provide bash/Linux shell equivalents for any PowerShell-specific instructions.
  • In tables and lists, group Linux and Windows components separately to avoid implying parity where it may not exist.
  • Add notes or links for Linux/macOS users on how to install or use tools if only Windows instructions are given.
GitHub Create Pull Request
Aks Security bulletins for Azure Kubernetes Service (AKS) .../blob/main/articles/aks/security-bulletins/overview.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first
Summary
The documentation includes several bulletins that are Windows-specific (e.g., WinSock, Windows Storage, NTLM hash disclosure), with detailed versioning and upgrade instructions for Windows node images. However, equivalent Linux-specific issues are also covered, and Linux node image upgrade instructions are present. There is a slight tendency to provide more granular versioning and upgrade guidance for Windows, and Windows issues are sometimes grouped together, but Linux is not omitted. No PowerShell-heavy examples or missing Linux examples are present, and the documentation does not default to Windows tools or patterns for general AKS operations.
Recommendations
  • Ensure that Linux and Windows node image upgrade instructions are equally detailed and accessible, possibly by providing parallel upgrade guidance sections for both OS types.
  • When listing affected versions or upgrade paths, present Linux and Windows information in parallel to avoid the perception of prioritizing one platform.
  • If providing troubleshooting steps or commands, always include both Linux and Windows variants where applicable.
  • Consider a summary table or matrix showing both Linux and Windows vulnerabilities and resolutions for quick cross-platform reference.
GitHub Create Pull Request
Aks Start and stop a node pool on Azure Kubernetes Service (AKS) ...ks-docs/blob/main/articles/aks/start-stop-nodepools.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first
Summary
The documentation references Windows-specific tools (Azure PowerShell) alongside cross-platform options (Azure CLI, Azure portal) when instructing users how to create an AKS cluster. Azure PowerShell is a Windows-centric tool, and its mention before Linux/macOS equivalents (Azure CLI and portal) may signal a Windows-first bias. However, the actual node pool management examples use Azure CLI, which is cross-platform, and no PowerShell-exclusive examples are provided.
Recommendations
  • List cross-platform tools (Azure CLI, Azure portal) before Windows-specific tools (Azure PowerShell) when presenting options.
  • Clarify that Azure CLI and Azure portal are fully supported on Linux/macOS, and provide links or notes about installation on those platforms.
  • If mentioning Azure PowerShell, also mention Linux-compatible alternatives (e.g., PowerShell Core) or clarify platform compatibility.
  • Consider removing or de-emphasizing Windows-specific tools unless there is unique functionality not available elsewhere.
GitHub Create Pull Request
Aks Kubernetes on Azure tutorial - Use PaaS services with an Azure Kubernetes Service (AKS) cluster ...main/articles/aks/tutorial-kubernetes-paas-services.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell instructions for all major steps, ensuring cross-platform support. However, PowerShell examples (which are Windows-centric) are given equal prominence to Azure CLI, and in some sections (such as environment variable setup), PowerShell is presented immediately after CLI, rather than relegated to an appendix or alternative section. There are no Linux-specific examples, nor is Bash scripting shown, but the Azure CLI instructions are fully compatible with Linux/macOS. No Windows-only tools or patterns are used, and no critical steps are exclusive to Windows.
Recommendations
  • Make Azure CLI the default or primary example, as it is cross-platform, and move PowerShell instructions to a secondary section or appendix.
  • Explicitly mention that Azure CLI commands work on Linux/macOS and Windows, while PowerShell is primarily for Windows users.
  • Add Bash scripting examples for environment variable setup to further improve Linux parity.
  • Clarify in the prerequisites that PowerShell is optional and not required for Linux/macOS users.
GitHub Create Pull Request
Aks Kubernetes on Azure tutorial - Scale applications in Azure Kubernetes Service (AKS) ...cs/blob/main/articles/aks/tutorial-kubernetes-scale.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell instructions for scaling AKS nodes, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and is presented in a dedicated tab. There are no Linux-specific shell examples or explicit mention of Linux/macOS environments, and PowerShell is referenced before any Linux alternatives. However, the core scaling tasks can be completed using Azure CLI, which is cross-platform.
Recommendations
  • Clarify that Azure CLI is cross-platform and can be used on Linux/macOS as well as Windows.
  • Consider listing Azure CLI instructions before PowerShell, or making CLI the default example.
  • Explicitly mention Linux/macOS compatibility in the prerequisites and examples.
  • Add a note that PowerShell examples are primarily for Windows users, and that Linux/macOS users should use Azure CLI.
  • Provide bash shell examples for common kubectl commands where appropriate.
GitHub Create Pull Request
Aks Kubernetes on Azure tutorial - Upgrade an Azure Kubernetes Service (AKS) cluster ...in/articles/aks/tutorial-kubernetes-upgrade-cluster.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides examples for Azure CLI, Azure PowerShell, and Azure portal, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and is always presented as a primary option. There are no Linux-specific shell examples (e.g., Bash), and PowerShell examples are shown in detail, potentially creating friction for Linux/macOS users who do not use PowerShell. However, Azure CLI is cross-platform and shown in every section, so Linux users can complete all tasks.
Recommendations
  • Clarify that Azure CLI commands work on Linux, macOS, and Windows, and are the recommended cross-platform approach.
  • Consider presenting Azure CLI examples first, before PowerShell, to reinforce CLI as the default for Linux/macOS users.
  • Add explicit notes or callouts for Linux/macOS users, such as shell compatibility and installation instructions.
  • Remove or de-emphasize PowerShell examples in sections where CLI is sufficient, or move them to secondary tabs.
  • Include Bash shell output examples where relevant, to demonstrate Linux parity.
GitHub Create Pull Request
Aks Handle AKS node upgrades with GitHub Actions ...-docs/blob/main/articles/aks/upgrade-github-actions.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_mention
Summary
The documentation briefly mentions Windows and PowerShell as options for creating an AKS cluster before Linux/CLI alternatives, but all actual examples and workflow steps use Azure CLI and Ubuntu runners, which are cross-platform and Linux-friendly. No Windows/Powershell-only instructions or tools are used for the main workflow.
Recommendations
  • List Linux/CLI options before Windows/PowerShell in the 'Before you begin' section to avoid subtle ordering bias.
  • Clarify that all steps and examples are cross-platform and can be run from Linux, macOS, or Windows environments.
  • If mentioning PowerShell, provide parity by mentioning Bash or other Linux-native shells.
  • Consider adding a note that Azure CLI is available on all major platforms.
GitHub Create Pull Request
Aks Use AMD GPUs on Azure Kubernetes Service (AKS) .../azure-aks-docs/blob/main/articles/aks/use-amd-gpus.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_mention
Summary
The documentation briefly mentions Windows and Azure PowerShell as options for creating AKS clusters, but all actual usage examples and instructions are Linux-oriented (Azure CLI and bash/kubectl). No Windows-specific tools, examples, or PowerShell commands are provided for the main AMD GPU workflow. The mention of Windows comes before Linux in the list of unsupported OSes and in the cluster creation options, but does not impact the ability of Linux/macOS users to follow the guide.
Recommendations
  • List Linux options first when describing cluster creation methods to emphasize Linux parity.
  • Clarify that all examples use Azure CLI and bash/kubectl, and provide explicit guidance for users on Windows (e.g., using WSL or Azure CLI for Windows).
  • Remove or de-emphasize references to Azure PowerShell unless PowerShell-specific instructions are provided.
  • Explicitly state that the workflow is Linux-focused and that Windows node pools are not supported for AMD GPUs.
GitHub Create Pull Request
Aks Use Azure Policy to secure your Azure Kubernetes Service (AKS) clusters ...re-aks-docs/blob/main/articles/aks/use-azure-policy.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation page displays mild Windows bias by listing Windows-specific tools (Azure PowerShell) before Linux equivalents (Azure CLI) when describing how to create an AKS cluster. The prerequisites mention Azure CLI, Azure PowerShell, and Azure portal, but PowerShell is listed before the portal and after CLI, which may subtly prioritize Windows tooling. However, all example commands for interacting with Kubernetes use kubectl, which is cross-platform, and there are no PowerShell-specific examples or Windows-only instructions in the main workflow.
Recommendations
  • List Azure CLI and Azure portal before Azure PowerShell in prerequisites to reflect platform neutrality and the CLI's popularity on Linux/macOS.
  • Explicitly state that all instructions and kubectl commands work on Linux, macOS, and Windows.
  • Consider providing brief notes or links for Linux/macOS users where Azure PowerShell is mentioned, clarifying that Azure CLI is the recommended cross-platform tool.
  • Ensure future examples do not default to Windows-first tooling or terminology.
GitHub Create Pull Request
Aks Upgrade Azure Kubernetes Service (AKS) node images ...-aks-docs/blob/main/articles/aks/upgrade-node-image.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_reference ⚠️ windows_first
Summary
The documentation is largely cross-platform, using Azure CLI and kubectl commands that work on Linux, macOS, and Windows. However, there are repeated notes referencing Windows and PowerShell environments when discussing shell differences, without equivalent notes or examples for Linux/macOS shells. These notes appear before any mention of Linux/macOS specifics, subtly prioritizing Windows users.
Recommendations
  • Add explicit notes or examples for Linux/macOS shell differences where relevant, not just Windows/PowerShell.
  • When referencing shell-specific behavior, provide parity by mentioning Bash/zsh (Linux/macOS) alongside Windows/PowerShell.
  • If JSONPath or command syntax differs on Linux/macOS, include those examples or clarifications.
  • Review the order of platform references to avoid consistently mentioning Windows/PowerShell first.
GitHub Create Pull Request
Aks Use Microsoft Entra pod-managed identities in AKS (Preview) ...cs/blob/main/articles/aks/use-azure-ad-pod-identity.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_first
Summary
The documentation relies exclusively on Azure CLI commands and tools, which are cross-platform but originate from the Windows ecosystem and are most commonly associated with Windows environments. There are no PowerShell-specific examples, but all management and setup instructions use Azure CLI and Azure Portal, with no mention of Linux-specific alternatives or workflows. Examples and instructions do not reference Linux/macOS shell differences, nor do they provide parity for Linux-native tools or package managers (e.g., apt, yum, Homebrew) for installing prerequisites. However, the documentation does note that pod-managed identities are only supported on Linux node pools, and most commands (e.g., kubectl, bash, YAML) are platform-agnostic.
Recommendations
  • Explicitly mention that Azure CLI is cross-platform and provide installation instructions for Linux/macOS (e.g., via apt, yum, Homebrew) alongside Windows.
  • Include notes or examples for Linux/macOS users where command syntax or environment variables may differ.
  • Reference Linux-native workflows for AKS management where applicable (e.g., using bash scripts, cloud-init, etc.).
  • Clarify that all examples are valid for Linux/macOS unless otherwise noted, and highlight any platform-specific caveats.
  • Consider including troubleshooting tips for Linux/macOS environments, such as permissions, path issues, or shell differences.
GitHub Create Pull Request
Aks Secure Pod Traffic with Network Policies in Azure Kubernetes Service (AKS) ...ks-docs/blob/main/articles/aks/use-network-policies.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
⚠️ windows_first ⚠️ windows_tools ⚠️ powershell_heavy
Summary
The documentation provides both Linux and Windows coverage for AKS network policies, but Windows-specific instructions (such as preview feature registration and admin credential setup) are more detailed and appear before Linux equivalents in some sections. Windows tooling (e.g., HNS ACLPolicy) is mentioned alongside Linux tools (IPTables), but there is a slight tendency to introduce Windows-specific steps and requirements more prominently. All CLI examples use Azure CLI and Bash, which are cross-platform, but the documentation sometimes foregrounds Windows node pool scenarios and requirements, such as admin credential creation and feature flag registration, before or alongside Linux instructions.
Recommendations
  • Ensure Linux instructions and examples are presented first or in parallel with Windows instructions, especially in sections where both are supported.
  • Clearly separate Linux and Windows node pool setup steps, making it easy for users to find relevant instructions for their platform.
  • Add explicit notes or tables summarizing differences and requirements for Linux vs. Windows, rather than embedding Windows-specific steps in general instructions.
  • Where Windows-specific tools (e.g., HNS ACLPolicy) are mentioned, provide equivalent Linux tool references (e.g., IPTables) with equal detail.
  • Consider adding PowerShell examples for Windows users, but always provide Bash equivalents for Linux/macOS users.
GitHub Create Pull Request
Aks Use node taints in an Azure Kubernetes Service (AKS) cluster ...ure-aks-docs/blob/main/articles/aks/use-node-taints.md
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Reviewed by: LLM Analysis
Issues: 1 bias type
Detected Bias Types
⚠️ windows_first
Summary
The documentation page mentions Windows tooling (Azure PowerShell) as a primary option for creating an AKS cluster in the prerequisites section, listing it before Linux-native equivalents. However, all command-line examples throughout the document use Azure CLI and kubectl, which are cross-platform and do not show Windows/Powershell-specific commands or patterns. No Windows-only tools or examples are present, and Linux/macOS users can follow all instructions without issue.
Recommendations
  • List Linux-native tools (Azure CLI) before Windows-specific tools (Azure PowerShell) in the prerequisites section to avoid implying Windows is the primary platform.
  • Explicitly state that all CLI commands are cross-platform and provide links to installation instructions for Azure CLI and kubectl on Linux/macOS.
  • If mentioning Azure PowerShell, consider also mentioning Linux-friendly alternatives (e.g., Bash scripts) or clarify that PowerShell is available cross-platform.
GitHub Create Pull Request
Aks Use GPUs on Azure Kubernetes Service (AKS) ...zure-aks-docs/blob/main/articles/aks/use-nvidia-gpu.md
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Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_mention
Summary
The documentation mentions Windows tools (Azure PowerShell) and the Azure portal as options for creating AKS clusters before Linux-specific instructions, but all actual command-line examples and node pool instructions use Azure CLI and kubectl, which are cross-platform and Linux-friendly. No PowerShell-specific examples are provided, and all operational steps are shown with Linux-compatible commands. There is a slight bias in listing Windows tools as options before Linux equivalents, but no critical impact on Linux/macOS users.
Recommendations
  • List Linux-first options (Azure CLI) before Windows tools (PowerShell, portal) when describing how to create clusters.
  • Explicitly state that all shown commands work on Linux/macOS and Windows.
  • Provide parity in example links or references, e.g., link to Linux/macOS installation guides for Azure CLI and kubectl.
  • If mentioning PowerShell, consider also mentioning Bash or zsh for Linux users.
GitHub Create Pull Request
Aks Trusted Launch with Azure Kubernetes Service (AKS) ...-aks-docs/blob/main/articles/aks/use-trusted-launch.md
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Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ windows_tools
Summary
The documentation page demonstrates mild Windows bias by referencing Windows-centric technologies and documentation links before Linux equivalents, especially in the Secure Boot and TPM sections. Key external links point to Windows documentation, and terminology such as 'signed by trusted publishers' is more familiar in Windows contexts. However, the actual usage instructions and examples are platform-neutral, focusing on Azure CLI and ARM templates, which work on Linux, macOS, and Windows equally. There are no PowerShell-specific examples, nor are there Windows-only commands or tools required for the main workflow.
Recommendations
  • Provide equal or greater emphasis on Linux support for Secure Boot and vTPM, including links to Linux documentation (e.g., Ubuntu Secure Boot, Linux TPM usage).
  • Where external links reference Windows documentation (e.g., Secure Boot, TPM, attestation), add equivalent links for major Linux distributions.
  • Clarify in the Secure Boot section which Linux distributions are supported and provide examples or references for troubleshooting Secure Boot failures on Linux.
  • Avoid language that implies Windows is the default or primary platform (e.g., 'Both Windows and select Linux distributions support Secure Boot' could be reworded to highlight Linux support more explicitly).
GitHub Create Pull Request
Aks What is Azure Kubernetes Service (AKS)? ...s/azure-aks-docs/blob/main/articles/aks/what-is-aks.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_tools ⚠️ windows_examples
Summary
The documentation page is generally cross-platform and does not show strong Windows bias. However, there is a minor emphasis on Windows containers as a specific use case, and Windows Server containers are mentioned as a feature. No examples or tooling instructions are provided, so there is no evidence of PowerShell-heavy or Windows-first bias. Linux and macOS users are not excluded from any critical information.
Recommendations
  • When mentioning Windows containers as a use case, also highlight Linux container scenarios to maintain parity.
  • If future versions of this page add example commands or setup instructions, ensure both Windows (PowerShell/CMD) and Linux/macOS (bash) examples are provided.
  • Consider adding a brief note clarifying that AKS supports both Linux and Windows containers, and that most features are available cross-platform.
GitHub Create Pull Request
Kubernetes Fleet Quickstart: Create an Azure Kubernetes Fleet Manager and join member clusters using Bicep ...netes-fleet/quickstart-create-fleet-resources-bicep.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides deployment instructions using both Azure CLI and Azure PowerShell, with PowerShell examples included alongside CLI. While Azure CLI is cross-platform, PowerShell is primarily associated with Windows, and its inclusion may suggest a Windows-centric workflow. Additionally, the PowerShell examples are always presented immediately after the CLI examples, which could imply a slight preference or parity for Windows users. However, there are no Windows-only tools, and Linux/macOS users can fully follow the instructions using Azure CLI.
Recommendations
  • Clarify that Azure CLI commands work on Windows, Linux, and macOS, and are the recommended cross-platform approach.
  • Consider moving PowerShell examples to an expandable/collapsible section or a separate tab to emphasize CLI as the default.
  • Explicitly mention that PowerShell is optional and primarily for users already working in Windows environments.
  • Add a note for Linux/macOS users confirming that all steps are fully supported on their platforms using Azure CLI.
GitHub Create Pull Request
Kubernetes Fleet Use Azure Policy to ensure AKS clusters are enrolled with a Fleet Manager ...tes-fleet/howto-use-policy-to-add-clusters-to-fleet.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ missing_linux_example ⚠️ windows_first
Summary
The documentation page provides Azure CLI-based instructions and examples, which are cross-platform, but it lacks explicit Linux/macOS-specific guidance or examples. There is a subtle Windows-first bias: the Azure CLI installation link defaults to generic instructions, and no mention is made of shell differences (e.g., Bash vs PowerShell), environment variable syntax, or common Linux/macOS patterns. All command examples use ${VAR} syntax, which is Bash-compatible, but there is no explicit mention of Linux or macOS environments, nor any troubleshooting tips for those platforms.
Recommendations
  • Add explicit instructions for installing Azure CLI on Linux and macOS, including package manager commands (apt, yum, brew).
  • Clarify that all CLI examples use Bash syntax and provide PowerShell equivalents if relevant.
  • Include notes about environment variable syntax differences between Bash (Linux/macOS) and PowerShell (Windows).
  • Mention that the Azure CLI and Fleet extension work on Linux/macOS and provide troubleshooting tips for those platforms.
  • Consider adding a section or callout for Linux/macOS users to ensure parity and confidence.
GitHub Create Pull Request
Kubernetes Fleet Quickstart: Create an Azure Kubernetes Fleet Manager and join member clusters using Terraform ...s-fleet/quickstart-create-fleet-resources-terraform.md
Low Priority View Details →
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
⚠️ windows_first ⚠️ powershell_heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell verification steps, but lists Azure CLI first and then Azure PowerShell. However, the PowerShell examples are included in parity with CLI, and no Windows-specific tools or patterns are exclusively mentioned. There are no explicit Linux/macOS examples or notes, but the CLI commands are cross-platform. No evidence of missing Linux examples or exclusive Windows tools is found.
Recommendations
  • Explicitly state that Azure CLI commands work on Linux/macOS and Windows, and clarify any OS-specific differences if relevant.
  • Add a note that Azure PowerShell is primarily for Windows, and recommend Azure CLI for Linux/macOS users.
  • Consider providing bash shell variable assignment examples alongside PowerShell, to improve parity for Linux/macOS users.
  • If any steps require Windows-only tooling, clearly mark them and provide Linux/macOS alternatives.
GitHub Create Pull Request