Address Github Comments
Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI.
- invoke
/address-github-comments
category · devops
Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI.
/address-github-commentsBuild Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with AzureAIAgentsProvider, using hosted tools (code int...
/agent-framework-azure-ai-pyAutomated cleanup of unused AWS resources to reduce costs
/aws-cost-cleanupComprehensive AWS cost analysis and optimization recommendations using AWS CLI and Cost Explorer
/aws-cost-optimizerThis skill should be used when the user asks to "pentest AWS", "test AWS security", "enumerate IAM", "exploit cloud infrastructure", "AWS privilege escalation", "S3 bucket testing...
/aws-penetration-testingSpecialized skill for building production-ready serverless applications on AWS. Covers Lambda functions, API Gateway, DynamoDB, SQS/SNS event-driven patterns, SAM/CDK deployment, and cold start opt...
/aws-serverlessAWS development with infrastructure automation and cloud architecture patterns
/aws-skillsDeploy containerized applications to Azure Container Apps using Azure Developer CLI (azd). Use when setting up azd projects, writing azure.yaml configuration, creating Bicep infrastructure for Cont...
/azd-deploymentAzure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification. Triggers: "azure-ai-contentsafety", "ContentSafetyClient", "content moderation", "harmful content", "text analysis", "image analysis".
/azure-ai-contentsafety-pyAnalyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content, detecting hate speech, violence, sexual conten...
/azure-ai-contentsafety-tsAzure AI Content Understanding SDK for Python. Use for multimodal content extraction from documents, images, audio, and video. Triggers: "azure-ai-contentunderstanding", "ContentUnderstandingClient", "multimodal analysis", "document extraction", "video analysis", "audio transcription".
/azure-ai-contentunderstanding-pyExtract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing invoices, receipts, IDs, forms, or building cu...
/azure-ai-document-intelligence-tsAzure Machine Learning SDK v2 for Python. Use for ML workspaces, jobs, models, datasets, compute, and pipelines. Triggers: "azure-ai-ml", "MLClient", "workspace", "model registry", "training jobs", "datasets".
/azure-ai-ml-pyBuild AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with PromptAgentDefinition, running evalua...
/azure-ai-projects-pyBuild AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections, deployments, datasets, indexes, evaluation...
/azure-ai-projects-tsAzure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP. Use for natural language processing on text. Triggers: "text analytics", "sentiment analysis", "entity recognition", "key phrase", "PII detection", "TextAnalyticsClient".
/azure-ai-textanalytics-pyAzure AI Transcription SDK for Python. Use for real-time and batch speech-to-text transcription with timestamps and diarization. Triggers: "transcription", "speech to text", "Azure AI Transcription", "TranscriptionClient".
/azure-ai-transcription-pyAzure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale. Triggers: "document translation", "batch translation", "translate documents", "DocumentTranslationClient".
/azure-ai-translation-document-pyAzure AI Text Translation SDK for real-time text translation, transliteration, language detection, and dictionary lookup. Use for translating text content in applications. Triggers: "text translation", "translator", "translate text", "transliterate", "TextTranslationClient".
/azure-ai-translation-text-pyBuild translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when implementing text translation, transliter...
/azure-ai-translation-tsAzure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping. Use for computer vision and image understanding tasks. Triggers: "image analysis", "computer vision", "OCR", "object detection", "ImageAnalysisClient", "image caption".
/azure-ai-vision-imageanalysis-pyBuild real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-time bidirectional audio communication with...
/azure-ai-voicelive-pyAzure AI Voice Live SDK for JavaScript/TypeScript. Build real-time voice AI applications with bidirectional WebSocket communication. Use for voice assistants, conversational AI, real-time speech-to-speech, and voice-enabled chatbots in Node.js or browser environments. Triggers: "voice live", "real-time voice", "VoiceLiveClient", "VoiceLiveSession", "voice assistant TypeScript", "bidirectional audio", "speech-to-speech JavaScript".
/azure-ai-voicelive-tsAzure App Configuration SDK for Python. Use for centralized configuration management, feature flags, and dynamic settings. Triggers: "azure-appconfiguration", "AzureAppConfigurationClient", "feature flags", "configuration", "key-value settings".
/azure-appconfiguration-pyBuild applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags, Key Vault references, dynamic refresh, o...
/azure-appconfiguration-tsAzure Container Registry SDK for Python. Use for managing container images, artifacts, and repositories. Triggers: "azure-containerregistry", "ContainerRegistryClient", "container images", "docker registry", "ACR".
/azure-containerregistry-pyAzure Cosmos DB SDK for Python (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data. Triggers: "cosmos db", "CosmosClient", "container", "document", "NoSQL", "partition key".
/azure-cosmos-pyAzure Cosmos DB JavaScript/TypeScript SDK (@azure/cosmos) for data plane operations. Use for CRUD operations on documents, queries, bulk operations, and container management. Triggers: "Cosmos DB", "@azure/cosmos", "CosmosClient", "document CRUD", "NoSQL queries", "bulk operations", "partition key", "container.items".
/azure-cosmos-tsAzure Event Grid SDK for Python. Use for publishing events, handling CloudEvents, and event-driven architectures. Triggers: "event grid", "EventGridPublisherClient", "CloudEvent", "EventGridEvent", "publish events".
/azure-eventgrid-pyAzure Event Hubs SDK for Python streaming. Use for high-throughput event ingestion, producers, consumers, and checkpointing. Triggers: "event hubs", "EventHubProducerClient", "EventHubConsumerClient", "streaming", "partitions".
/azure-eventhub-pyBuild event streaming applications using Azure Event Hubs SDK for JavaScript (@azure/event-hubs). Use when implementing high-throughput event ingestion, real-time analytics, IoT telemetry, or event...
/azure-eventhub-tsExpert patterns for Azure Functions development including isolated worker model, Durable Functions orchestration, cold start optimization, and production patterns. Covers .NET, Python, and Node.js ...
/azure-functionsAzure Identity SDK for Python authentication. Use for DefaultAzureCredential, managed identity, service principals, and token caching. Triggers: "azure-identity", "DefaultAzureCredential", "authentication", "managed identity", "service principal", "credential".
/azure-identity-pyAuthenticate to Azure services using Azure Identity SDK for JavaScript (@azure/identity). Use when configuring authentication with DefaultAzureCredential, managed identity, service principals, or i...
/azure-identity-tsManage cryptographic keys using Azure Key Vault Keys SDK for JavaScript (@azure/keyvault-keys). Use when creating, encrypting/decrypting, signing, or rotating keys.
/azure-keyvault-keys-tsAzure Key Vault SDK for Python. Use for secrets, keys, and certificates management with secure storage. Triggers: "key vault", "SecretClient", "KeyClient", "CertificateClient", "secrets", "encryption keys".
/azure-keyvault-pyManage secrets using Azure Key Vault Secrets SDK for JavaScript (@azure/keyvault-secrets). Use when storing and retrieving application secrets or configuration values.
/azure-keyvault-secrets-tsAzure Web PubSub Service SDK for Python. Use for real-time messaging, WebSocket connections, and pub/sub patterns. Triggers: "azure-messaging-webpubsubservice", "WebPubSubServiceClient", "real-time", "WebSocket", "pub/sub".
/azure-messaging-webpubsubservice-pyAzure Bot Service Management SDK for Python. Use for creating, managing, and configuring Azure Bot Service resources. Triggers: "azure-mgmt-botservice", "AzureBotService", "bot management", "conversational AI", "bot channels".
/azure-mgmt-botservice-pyAzure Fabric Management SDK for Python. Use for managing Microsoft Fabric capacities and resources. Triggers: "azure-mgmt-fabric", "FabricMgmtClient", "Fabric capacity", "Microsoft Fabric", "Power BI capacity".
/azure-mgmt-fabric-pyPython SDK for Azure Mixed Reality: Remote Rendering and Object Anchors management.
/azure-mgmt-mixedreality-pyRun Playwright tests at scale using Azure Playwright Workspaces (formerly Microsoft Playwright Testing). Use when scaling browser tests across cloud-hosted browsers, integrating with CI/CD pipeline...
/azure-microsoft-playwright-testing-tsAzure Monitor Ingestion SDK for Python. Use for sending custom logs to Log Analytics workspace via Logs Ingestion API. Triggers: "azure-monitor-ingestion", "LogsIngestionClient", "custom logs", "DCR", "data collection rule", "Log Analytics".
/azure-monitor-ingestion-pyAzure Monitor OpenTelemetry Exporter for Python. Use for low-level OpenTelemetry export to Application Insights. Triggers: "azure-monitor-opentelemetry-exporter", "AzureMonitorTraceExporter", "AzureMonitorMetricExporter", "AzureMonitorLogExporter".
/azure-monitor-opentelemetry-exporter-pyAzure Monitor OpenTelemetry Distro for Python. Use for one-line Application Insights setup with auto-instrumentation. Triggers: "azure-monitor-opentelemetry", "configure_azure_monitor", "Application Insights", "OpenTelemetry distro", "auto-instrumentation".
/azure-monitor-opentelemetry-pyInstrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and logs to Node.js applications with Appli...
/azure-monitor-opentelemetry-tsAzure Monitor Query SDK for Python. Use for querying Log Analytics workspaces and Azure Monitor metrics. Triggers: "azure-monitor-query", "LogsQueryClient", "MetricsQueryClient", "Log Analytics", "Kusto queries", "Azure metrics".
/azure-monitor-query-pyAzure Storage SDK (Python): Blobs, Queues, and Tables management with best practices for security and performance.
/azure-sdk-python-storageAzure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets. Triggers: "azure-search-documents", "SearchClient", "SearchIndexClient", "vector search", "hybrid search", "semantic search".
/azure-search-documents-pyBuild search applications using Azure AI Search SDK for JavaScript (@azure/search-documents). Use when creating/managing indexes, implementing vector/hybrid search, semantic ranking, or building ag...
/azure-search-documents-tsAzure Service Bus SDK for Python messaging. Use for queues, topics, subscriptions, and enterprise messaging patterns. Triggers: "service bus", "ServiceBusClient", "queue", "topic", "subscription", "message broker".
/azure-servicebus-pyBuild messaging applications using Azure Service Bus SDK for JavaScript (@azure/service-bus). Use when implementing queues, topics/subscriptions, message sessions, dead-letter handling, or enterpri...
/azure-servicebus-tsAzure Speech to Text REST API for short audio (Python). Use for simple speech recognition of audio files up to 60 seconds without the Speech SDK. Triggers: "speech to text REST", "short audio transcription", "speech recognition REST API", "STT REST", "recognize speech REST". DO NOT USE FOR: Long audio (>60 seconds), real-time streaming, batch transcription, custom speech models, speech translation. Use Speech SDK or Batch Transcription API instead.
/azure-speech-to-text-rest-pyAzure Blob Storage SDK for Python. Use for uploading, downloading, listing blobs, managing containers, and blob lifecycle. Triggers: "blob storage", "BlobServiceClient", "ContainerClient", "BlobClient", "upload blob", "download blob".
/azure-storage-blob-pyAzure Blob Storage JavaScript/TypeScript SDK (@azure/storage-blob) for blob operations. Use for uploading, downloading, listing, and managing blobs and containers. Supports block blobs, append blobs, page blobs, SAS tokens, and streaming. Triggers: "blob storage", "@azure/storage-blob", "BlobServiceClient", "ContainerClient", "upload blob", "download blob", "SAS token", "block blob".
/azure-storage-blob-tsAzure Data Lake Storage Gen2 SDK for Python. Use for hierarchical file systems, big data analytics, and file/directory operations. Triggers: "data lake", "DataLakeServiceClient", "FileSystemClient", "ADLS Gen2", "hierarchical namespace".
/azure-storage-file-datalake-pyAzure Storage File Share SDK for Python. Use for SMB file shares, directories, and file operations in the cloud. Triggers: "azure-storage-file-share", "ShareServiceClient", "ShareClient", "file share", "SMB".
/azure-storage-file-share-pyAzure File Share JavaScript/TypeScript SDK (@azure/storage-file-share) for SMB file share operations. Use for creating shares, managing directories, uploading/downloading files, and handling file metadata. Supports Azure Files SMB protocol scenarios. Triggers: "file share", "@azure/storage-file-share", "ShareServiceClient", "ShareClient", "SMB", "Azure Files".
/azure-storage-file-share-tsAzure Queue Storage SDK for Python. Use for reliable message queuing, task distribution, and asynchronous processing. Triggers: "queue storage", "QueueServiceClient", "QueueClient", "message queue", "dequeue".
/azure-storage-queue-pyAzure Queue Storage JavaScript/TypeScript SDK (@azure/storage-queue) for message queue operations. Use for sending, receiving, peeking, and deleting messages in queues. Supports visibility timeout, message encoding, and batch operations. Triggers: "queue storage", "@azure/storage-queue", "QueueServiceClient", "QueueClient", "send message", "receive message", "dequeue", "visibility timeout".
/azure-storage-queue-tsYou are a workflow automation expert specializing in creating efficient CI/CD pipelines, GitHub Actions workflows, and automated development processes. Design automation that reduces manual work, i...
/cicd-automation-workflow-automateAutomate CircleCI tasks via Rube MCP (Composio): trigger pipelines, monitor workflows/jobs, retrieve artifacts and test metadata. Always search tools first for current schemas.
/circleci-automationExpert cloud architect specializing in AWS/Azure/GCP multi-cloud
/cloud-architectCloud infrastructure and DevOps workflow covering AWS, Azure, GCP, Kubernetes, Terraform, CI/CD, monitoring, and cloud-native development.
/cloud-devopsThis skill should be used when the user asks to "perform cloud penetration testing", "assess Azure or AWS or GCP security", "enumerate cloud resources", "exploit cloud misconfiguratio...
/cloud-penetration-testingCloudFormation template optimization, nested stacks, drift detection, and production-ready patterns. Use when writing or reviewing CF templates.
/cloudformation-best-practicesExpert deployment engineer specializing in modern CI/CD pipelines,
/deployment-engineerDesign multi-stage CI/CD pipelines with approval gates, security checks, and deployment orchestration. Use when architecting deployment workflows, setting up continuous delivery, or implementing Gi...
/deployment-pipeline-designProduction deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.
/deployment-proceduresYou are a configuration management expert specializing in validating, testing, and ensuring the correctness of application configurations. Create comprehensive validation schemas, implement configurat
/deployment-validation-config-validateExpert DevOps troubleshooter specializing in rapid incident
/devops-troubleshooterDocker containerization expert with deep knowledge of multi-stage builds, image optimization, container security, Docker Compose orchestration, and production deployment patterns. Use PROACTIVELY f...
/docker-expertDeploy Expo apps to production
/expo-deploymentSpecialized skill for building production-ready serverless applications on GCP. Covers Cloud Run services (containerized), Cloud Run Functions (event-driven), cold start optimization, and event-dri...
/gcp-cloud-runMaster advanced Git workflows including rebasing, cherry-picking, bisect, worktrees, and reflog to maintain clean history and recover from any situation. Use when managing complex Git histories, co...
/git-advanced-workflowsOrchestrate a comprehensive git workflow from code review through PR creation, leveraging specialized agents for quality assurance, testing, and deployment readiness. This workflow implements modern g
/git-pr-workflows-git-workflowYou are an **expert onboarding specialist and knowledge transfer architect** with deep experience in remote-first organizations, technical team integration, and accelerated learning methodologies. You
/git-pr-workflows-onboardYou are a PR optimization expert specializing in creating high-quality pull requests that facilitate efficient code reviews. Generate comprehensive PR descriptions, automate review processes, and ensu
/git-pr-workflows-pr-enhanceStage, commit, and push git changes with conventional commit messages. Use when user wants to commit and push changes, mentions pushing to remote, or asks to save and push their work. Also activate...
/git-pushingCreate production-ready GitHub Actions workflows for automated testing, building, and deploying applications. Use when setting up CI/CD with GitHub Actions, automating development workflows, or cre...
/github-actions-templatesAutomate GitHub repositories, issues, pull requests, branches, CI/CD, and permissions via Rube MCP (Composio). Manage code workflows, review PRs, search code, and handle deployments programmatically.
/github-automationConvert raw notes, error logs, voice dictation, or screenshots into crisp GitHub-flavored markdown issue reports. Use when the user pastes bug info, error messages, or informal descriptions and wan...
/github-issue-creatorAutomate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub workflows, setting up PR review automation, creati...
/github-workflow-automationAutomate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Composio). Always search tools first for current schemas.
/gitlab-automationBuild GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation. Use when implementing GitLab CI/CD, optimizing pipeline performance, or setting up...
/gitlab-ci-patternsImplement GitOps workflows with ArgoCD and Flux for automated, declarative Kubernetes deployments with continuous reconciliation. Use when implementing GitOps practices, automating Kubernetes deplo...
/gitops-workflowExpert hybrid cloud architect specializing in complex multi-cloud
/hybrid-cloud-architectConfigure secure, high-performance connectivity between on-premises infrastructure and cloud platforms using VPN and dedicated connections. Use when building hybrid cloud architectures, connecting ...
/hybrid-cloud-networkingCreate production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets following best practices and security standards. Use when generating Kubernetes YAML manifests, creat...
/k8s-manifest-generatorImplement Kubernetes security policies including NetworkPolicy, PodSecurityPolicy, and RBAC for production-grade security. Use when securing Kubernetes clusters, implementing network isolation, or ...
/k8s-security-policiesExpert Kubernetes architect specializing in cloud-native
/kubernetes-architectKubernetes deployment workflow for container orchestration, Helm charts, service mesh, and production-ready K8s configurations.
/kubernetes-deploymentDesign multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and GCP. Use when building multi-cloud systems, avoiding vendor lock-in, or leveragin...
/multi-cloud-architectureYou are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions. Set up metrics collection, distributed tracing, log aggregation, and create insightful da
/observability-monitoring-monitor-setupYou are an SLO (Service Level Objective) expert specializing in implementing reliability standards and error budget-based practices. Design SLO frameworks, define SLIs, and build monitoring that ba...
/observability-monitoring-slo-implementImplement PCI DSS compliance requirements for secure handling of payment card data and payment systems. Use when securing payment processing, achieving PCI compliance, or implementing payment card ...
/pci-complianceServer management principles and decision-making. Process management, monitoring strategy, and scaling decisions. Teaches thinking, not commands.
/server-managementTerraform module creation for AWS — reusable modules, state management, and HCL best practices. Use when building or reviewing Terraform AWS infrastructure.
/terraform-aws-modulesTerraform infrastructure as code workflow for provisioning cloud resources, creating reusable modules, and managing infrastructure at scale.
/terraform-infrastructureBuild reusable Terraform modules for AWS, Azure, and GCP infrastructure following infrastructure-as-code best practices. Use when creating infrastructure modules, standardizing cloud provisioning, ...
/terraform-module-libraryTerraform infrastructure as code best practices
/terraform-skillExpert Terraform/OpenTofu specialist mastering advanced IaC
/terraform-specialistExpert knowledge for deploying to Vercel with Next.js Use when: vercel, deploy, deployment, hosting, production.
/vercel-deploymentBlocks destructive kubectl operations. Opt-in via command-wrappers.toml. Denies kubectl delete, kubectl drain, and kubectl cordon without the bypass env AI_ALLOW_DESTRUCTIVE_KUBECTL=1. All other kubectl subcommands pass through.
tool-name BashBlocks terraform destroy and terraform apply. Opt-in via command-wrappers.toml. Requires explicit bypass via AI_ALLOW_DESTRUCTIVE_TERRAFORM=1. Prevents accidental infrastructure destruction or unreviewed applies. Other tofu/terraform subcommands (plan, init, validate, output) pass through.
tool-name BashChange-controlled operations voice. States preconditions, action, expected outcome, rollback, and escalation for every step.
SRE persona system prompt fragment. Vendor-neutral; supersedes the per-vendor variants, whose content was byte-identical.
DevOps runbook execution agent. bash exec + scoped writes + outbound HTTP, gated by per-command user approval and container isolation.
persona/devops-engineerRoutes work across development pods and review panels until the delivery workflow is complete.
Singleton orchestrator persona for the /spawn pipeline. Partitions issues into domain batches, never writes feature code.
Designs and reviews infrastructure and CI/CD. Produces step-by-step runbooks. Flags blast-radius risks before recommending changes.
Implements infrastructure and deployment changes within the development pod when the workstream includes platform changes.
SRE incident commander persona. Leads incident response with authority and clarity: declares severity, drives mitigation, coordinates on-call teams, and owns the communication timeline until resolution. Optimized for speed and decisive action under pressure.
SRE runbook author persona. Produces clear, actionable operational runbooks, postmortem documents, and on-call playbooks. Specializes in translating incident lessons and tribal knowledge into durable reference documentation that any on-call engineer can follow under pressure.
Lens framing focused on reliability, blast radius, runbook quality, and alert triage. Emphasizes production safety and on-call efficiency.
Expertise covers workflow routing, capacity management, delivery sequencing, merge orchestration, and cross-pod coordination.
You have strong knowledge of infrastructure engineering: CI/CD pipeline design, containerization, infrastructure-as-code, monitoring and alerting, and incident response. You do not make decisions about application business logic or product strategy, and you do not execute commands against live production systems without explicit authorization.
You have strong knowledge of site reliability engineering: incident response, production operations, SLOs and error budgets, on-call practices, runbook authoring, postmortem culture, observability, alerting, and capacity planning. You do not make product roadmap decisions, modify application business logic, or execute destructive production changes without explicit authorization.
Execute a shell command. Gated by capability/exec-with-approval and isolation/container-with-allowlist or stricter.
bash_execHTTP GET. Returns body and status.
http_fetchHTTP POST / PUT / PATCH / DELETE. Side-effecting.
http_postRegister a cron / timer task. Side-effecting (creates persistent schedule).
schedule_taskSend a message to an external channel (Slack, email, etc.). External, side-effecting.
send_messageA blameless postmortem written within 48 hours of resolution: impact, timeline, root cause, contributing factors, what went well, and dated action items with owners.
The operations runbook every production system must have: what healthy looks like, what sick looks like, how to recover, whom to escalate to, and what on-call is expected to do. Every alert must map to an entry here.
Nothing matches.