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Diagnose GitHub Actions workflow failures and recommend focused CI/CD fixes.
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Based on SOC occupation classification
Azure AI Foundry — provisioning, model deployment, RAG configuration, and operational management. USE FOR: provision AI Foundry, deploy AI model, configure RAG, AI Foundry operations, OpenAI model deployment, AI workspace setup. DO NOT USE FOR: general Azure infrastructure (use azure-infrastructure), Terraform IaC (use terraform-cli), Kubernetes operations (use kubectl-cli).
ArgoCD CLI operations for GitOps workflows — installation, bootstrap, and day-2 management. USE FOR: ArgoCD install, ArgoCD bootstrap, GitOps sync, ArgoCD app create, ArgoCD troubleshoot, ApplicationSet. DO NOT USE FOR: Helm chart management (use helm-cli), kubectl operations (use kubectl-cli), CI/CD pipeline creation (use @devops).
Azure CLI operations for cloud resource management. USE FOR: az login, az aks, az acr, az keyvault, Azure resource provisioning, Azure resource group, Azure subscription management. DO NOT USE FOR: Terraform IaC (use terraform-cli), Kubernetes operations (use kubectl-cli), Helm charts (use helm-cli).
Azure infrastructure patterns and best practices. USE FOR: Azure architecture patterns, hub-spoke networking, private endpoints, Workload Identity, resource naming, tagging strategy. DO NOT USE FOR: Terraform CLI commands (use terraform-cli), Azure CLI commands (use azure-cli), Kubernetes operations (use kubectl-cli).
Deploys the upstream open-source Backstage developer portal on Azure AKS or locally via Docker Desktop. USE FOR: deploy Backstage, Backstage on AKS, Backstage local Docker, Backstage Helm chart, Backstage PostgreSQL, Backstage ACR image, Backstage GitHub OAuth. DO NOT USE FOR: Backstage plugin development (use @platform), Golden Path template creation (use @platform), Azure infrastructure provisioning (use @azure-portal-deploy).
Configures GitHub Codespaces dev environments for each Golden Path template type so developers get a fully ready workspace when scaffolding from the portal. USE FOR: devcontainer.json configuration, Codespaces setup, Golden Path dev environment, container features, SDK pre-installation. DO NOT USE FOR: Backstage deployment (use backstage-deployment), CI/CD pipelines (use @devops), template creation (use @platform).
| name | pipeline-diagnostics |
| description | Diagnose GitHub Actions workflow failures and recommend focused CI/CD fixes. |
Report the failed step, root cause, remediation, and validation result.
