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Deployment, cloud, containers, CI/CD, monitoring, and infrastructure
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- Label Studio SetupComprehensive guide for Label Studio setup and usage on local server for data labeling and annotation.Votes: 0GitHub stars: 666
- Julia ProMaster Julia 1.10+ with modern features, performance optimization, multiple dispatch, and production-ready practices.Votes: 0GitHub stars: 666
- Azure Machine LearningExpert knowledge for Azure Machine Learning development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Azure ML pipelines, AutoML, managed online/batch endpoints, prompt flow, or MLflow deployments, and other Azure Machine Learning related development tasks. Not for Azure Databricks (use azure-databricks), Azure Synapse Analytics (use azure-syna...Votes: 0GitHub stars: 666
- Azure Anomaly DetectorExpert knowledge for Azure AI Anomaly Detector development including troubleshooting, best practices, architecture & design patterns, limits & quotas, configuration, and deployment. Use when using univariate/multivariate APIs, Docker/IoT Edge containers, predictive maintenance flows, or regional limits, and other Azure AI Anomaly Detector related development tasks. Not for Azure AI Metrics Advisor (use azure-metrics-advisor), Azure Monitor (use azure-monitor), Azure Machine Learning (use azur...Votes: 0GitHub stars: 666
- Agent Ops ToolsDetect available development tools at session start. Saves to .agent/tools.json and warns about missing required tools. Works with or without aoc CLI installed.Votes: 0GitHub stars: 666
- ShredstreamPre-execution Solana transaction streaming via Jito ShredStream, Shyft RabbitStream, and Triton DeshredVotes: 0GitHub stars: 19
- Graviton MigrationExecute a workload migration from x86 (amd64) to AWS Graviton (arm64) — set up the Arm migration MCP server for code, dependency, and container arm64-readiness scanning, then run the migration — pre-migration scanning, Karpenter arm64 node cutover, and multi-arch CI pipelines. Use when someone says "migrate to Graviton", "move my workloads to arm64", "is my app arm64-ready", "graviton migration", "port this service to Graviton", "scan my code for arm64 blockers", "set up multi-arch container ...Votes: 0GitHub stars: 80
- Eks Upgrade CheckAssess EKS cluster upgrade readiness — run automated checks across 8 areas (version, breaking changes, deprecated APIs, add-on compatibility, node readiness, workload risks, AWS Insights, upgrade plan), calculate a 0-100 readiness score with a hard-blocker override, and generate a markdown/HTML report with prioritized remediation. Use this skill whenever someone asks "can I upgrade my cluster?", "is my cluster ready for 1.32?", "are we good to go to 1.33?", "what is blocking my upgrade?", or ...Votes: 0GitHub stars: 80
- Eks SecurityUse whenever someone needs security or compliance guidance for Amazon EKS — phrased as "CIS Benchmark for EKS", "HIPAA / PCI-DSS / FedRAMP / SOC 2 / GDPR on EKS", "harden my EKS cluster", "Bottlerocket vs AL2023 vs RHEL/Ubuntu AMI", "EKS Pod Identity vs IRSA", "Access Entries vs aws-auth", "GuardDuty for EKS", "Pod Security Admission / Kyverno / OPA", "NetworkPolicy / Security Groups for Pods", "ECR scanning / image signing (Cosign / Notation)", "EKS audit logging", "etcd / secrets encryption...Votes: 0GitHub stars: 80
- Eks ReconEKS cluster reconnaissance and environment discovery — reports the raw FACTS of a cluster and its environment. Detects compute (Karpenter, MNG, Auto Mode, Fargate, nodes/AMI), networking (VPC/CNI, subnets, load balancers, DNS), security facts (auth mode, IRSA/Pod Identity, RBAC, encryption), add-ons/Helm, observability, workloads (Deployments, StatefulSets, PDBs, HPAs), storage (CSI, StorageClasses, PVs, backup tooling), IaC (Terraform, CDK, eksctl), CI/CD (Actions, ArgoCD, Flux), and cluster...Votes: 0GitHub stars: 80
- Eks Platform EngineeringUse whenever someone is designing or building an Internal Developer Platform (IDP) or doing platform engineering on Amazon EKS — phrased as "build a developer platform", "self-service for developers", "golden paths", "IDP", or "set up Backstage / ArgoCD / Kargo". Covers the opinionated platform stack — developer portal (Backstage), GitOps delivery (ArgoCD, Argo Workflows), progressive delivery (Argo Rollouts) and multi-stage promotion (Kargo), infrastructure abstraction (ACK, kro), the develo...Votes: 0GitHub stars: 80
- Eks Operation ReviewRun a structured EKS operational excellence assessment against a live cluster. Covers 10 areas — networking, autoscaling, observability, access & identity, add-ons, workload config, deployments, cluster lifecycle, IaC, operational processes — and produces a GREEN/AMBER/RED rated report with prioritized recommendations. Activate for any request to audit, review, health-check, or score an EKS cluster's operational posture, including section-scoped reviews of individual areas and version currenc...Votes: 0GitHub stars: 80
- Eks Ingress MigrationAssess a live EKS cluster's NGINX/Ingress estate and plan migration to Gateway API, the AWS Load Balancer Controller (ALB Ingress), or AWS Transform (ATX). Discovers ingress controllers and routes, scores migration difficulty 0–100 with a separate re-architecture gate, and generates per-cluster reports plus ready-to-apply manifests. Use when someone asks "how hard is it to move off nginx ingress?", "assess my ingress migration", "migrate nginx to ALB or Gateway API", "ingress migration audit"...Votes: 0GitHub stars: 80
- Eks GenaiUse whenever someone is building, training, fine-tuning, or serving a generative AI / LLM workload on Amazon EKS — phrased as "GPU vs Trainium/Inferentia", "vLLM on EKS", "Ray Serve / KubeRay", "distributed training on EKS", "FSx for Lustre for ML", "Karpenter for GPU", "EFA / NCCL multi-node", "DCGM / Neuron Monitor", "LiteLLM / AI gateway", "RAG on EKS", "agentic AI on EKS", or "self-host Llama / Mistral / Qwen". Walks the opinionated 6-layer stack (compute → cluster/scheduler → frameworks ...Votes: 0GitHub stars: 80
- Eks DesignUse when designing EKS architecture. Generates design documents with Mermaid diagrams, ADRs, security architecture, and validation reports. Translates requirements into tailored EKS designs guided by Well-Architected best practices. Covers cluster architecture, compute, networking, security, addons, observability, cost, and upgrade strategy. Also use when reviewing or validating existing EKS architectures, planning networking or security, evaluating deployment models, or generating architectu...Votes: 0GitHub stars: 80
- Eks Cost IntelligenceRun a live EKS cluster cost efficiency assessment — analyze spending across 6 dimensions (compute efficiency, Spot/Graviton adoption, networking, storage, observability, idle resources), calculate a weighted 0-100 Cost Score, and generate a prioritized report with dollar-quantified findings and ready-to-apply remediation snippets. Use this skill when someone asks "how much am I wasting on EKS?", "run a cost audit on my cluster", "what's my biggest cost driver?", "analyze my cluster's cost eff...Votes: 0GitHub stars: 80
- Eks BuildUse when building EKS clusters. Generates complete, production-ready Terraform projects with optional ArgoCD GitOps integration. Handles environment-specific constraints: air-gapped/VPC-endpoint-only networks, enterprise proxies, private container registries, compliance requirements. Supports 3 patterns: full Terraform, ArgoCD+Terraform, ArgoCD+ACK/KRO. Includes validated modules, two-phase webhook ordering, IRSA/Pod Identity, and 29+ addon configurations. Ask interactive questions or accept ...Votes: 0GitHub stars: 80
- Eks Best PracticesAdvisory guidance for Amazon EKS architecture and configuration decisions — compute strategy, networking, security, reliability, cost, autoscaling, observability, multi-tenancy, upgrade planning, on-prem/hybrid (EKS Hybrid Nodes, EKS Anywhere, Outposts), and surge readiness for planned traffic peaks. Also answers Terraform questions about terraform-aws-modules/terraform-aws-eks. Use for any EKS planning or architectural judgment call, even when phrased casually. Do NOT use for generating docu...Votes: 0GitHub stars: 80
- Ecs SecuritySecurity and compliance guidance for Amazon ECS — "ECS was unable to assume the role", task role vs execution role, iam:PassRole, confused-deputy aws:SourceArn trust, Fargate vs EC2 shared responsibility, injecting Secrets Manager/SSM secrets (trailing-colon JSON-key gotcha), readonlyRootFilesystem / non-root / drop capabilities, ECS Exec governance, security-group-per-task, VPC endpoint policies, GuardDuty ECS Runtime Monitoring, ECR Inspector scanning, image signing, Fargate FIPS, or PCI/HI...Votes: 0GitHub stars: 80
- Ecs ReconECS environment reconnaissance and discovery. Detects compute and capacity providers, task definitions, deployment configuration, auto scaling, networking, security posture, observability, and IaC/CI-CD tooling. Use when someone asks about their ECS environment, wants to describe a cluster, inspect a service, or document task definitions — even without naming the skill. Applies to Amazon ECS, not Amazon EKS (use eks-recon). Discovers current state only — does not score, audit, or design. Skip...Votes: 0GitHub stars: 80
- Ecs Operation ReviewRun a structured Amazon ECS operational-excellence assessment against a live estate (Fargate/EC2/Managed Instances/ECS Anywhere) and score it GREEN/AMBER/RED. Skip for EKS/Kubernetes (use eks-operation-review). Covers 8 domains — clusters & capacity, networking, task definitions, services & deployment safety (circuit breaker, blue/green, canary), service health & autoscaling (grace period, draining, AZ rebalancing), observability, security posture, and operational processes — producing a rate...Votes: 0GitHub stars: 80
- Ecs ObservabilityAdvise on Amazon ECS observability architecture — select the logs/metrics/traces stack (CloudWatch, Container Insights, X-Ray, ADOT/OpenTelemetry, Managed Prometheus/Grafana, FireLens to third-party) by compliance needs, existing tooling, scale, budget, and launch types (EC2, Fargate, Managed Instances, ECS Anywhere). Use for "how should we monitor our ECS services", "Container Insights or Prometheus for ECS", "are we losing ECS container logs", "set up tracing on Fargate", "ECS logging best ...Votes: 0GitHub stars: 80
- Ecs ModernizeAssess an existing app (VMware/EC2) by source code analysis for the replatform vs rearchitect decision, and execute the approved migration onto Amazon ECS. Scope: assessment, strategy decision, migration execution. Covers: source code analysis; language/framework detection (Java, .NET, Spring, Struts, WebSphere tWAS/Liberty); cloud/container fit scoring; strategy recommendation; tWAS containerization and Liberty migration; migration planning; AWS Transform orchestration; containerization and ...Votes: 0GitHub stars: 80
- Ecs GenaiUse whenever someone runs a GPU / ML / GenAI / LLM workload on Amazon ECS: GPU on ECS, ECS GPU-optimized AMI, g4dn/g5/g6/p4/p5 on ECS, which ECS launch type for GPU, Inferentia/Trainium/Neuron on ECS, distributed training, model inference or vLLM/Triton/TGI/Ray on ECS, Capacity Blocks, GPU sharing, ASG per GPU type. Covers GPU on ECS-on-EC2 and ECS Managed Instances (GPU AMIs, NVIDIA runtime, instance families); mixed-instance ASGs supported but constrained (no weighting; managed scaling prot...Votes: 0GitHub stars: 80