Skill rating

Health check endpoints for liveness, readiness, dependency monitoring. Use for Kubernetes, load balancers, auto-scaling, or encountering probe failures, startup delays, dependency checks, timeout conf

Comprehensive frontend development skill for building modern, performant web applications using ReactJS, NextJS, TypeScript, Tailwind CSS. Includes component scaffolding, performance optimization, bun

Plan and review release execution for web, backend, and fullstack systems: preview releases, staging-to-production promotion, rollout strategy, post-deploy verification, rollback response, and release

Comprehensive backend development skill for building scalable backend systems using NodeJS, Express, Go, Python, Postgres, GraphQL, REST APIs. Includes API scaffolding, database optimization, security

Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code analysis, best practice checking, security scanning, and review checklist generation. Use

Comprehensive SecOps skill for application security, vulnerability management, compliance, and secure development practices. Includes security scanning, vulnerability assessment, compliance checking,

Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first deployment. WHEN: "setup AI Runway", "onboard A

Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deploy

Deploy ML models with FastAPI, Docker, Kubernetes. Use for serving predictions, containerization, monitoring, drift detection, or encountering latency issues, health check failures, version conflicts.

Comprehensive QA and testing skill for quality assurance, test automation, and testing strategies for ReactJS, NextJS, NodeJS applications. Includes test suite generation, coverage analysis, E2E testi

GCP cloud resources including Compute Engine, GKE, Cloud Run, Pub/Sub, VPC networking, DNS, IAM, Secret Manager, and monitoring. Monitor GCP infrastructure, analyze resource usage, audit security post

Audit and validate Flux CD GitOps repositories by scanning local repo files (not live clusters) — runs Kubernetes schema validation, detects deprecated Flux APIs, reviews RBAC/multi-tenancy/secrets ma

Diagnose and fix Kubernetes pods, CrashLoopBackOff, Pending, DNS, networking, storage, and rollout failures with kubectl.

Expert guidance for configuring and deploying the OpenTelemetry Collector. Use when setting up a Collector pipeline, configuring receivers, exporters, or processors, deploying a Collector to Kubernete

Provides gRPC usage guidelines, protobuf organization, and production-ready patterns for Golang microservices. Use when implementing, reviewing, or debugging gRPC servers/clients, writing proto files,

Debugs the Buttercup CRS (Cyber Reasoning System) running on Kubernetes. Use when diagnosing pod crashes, restart loops, Redis failures, resource pressure, disk saturation, DinD issues, or any service

Track which stacks across a Pulumi organization use a specific package and at what versions. Use for cross-stack audits, identifying outdated or unmaintained package versions across many stacks, findi

提供全栈开发架构设计、技术栈选型、前端开发、后端开发、运维部署指导；当用户需要架构设计、技术选型、前端开发、后端开发、运维部署或最佳实践咨询时使用

Auto-discover and catalog all services in a codebase or organization — scan Dockerfiles, docker-compose, Kubernetes manifests, package.json, systemd units, Procfiles. Generate a living service invento

Writes, debugs, and reviews Go: goroutine leaks, data races, nil interfaces, slices and maps, go.mod, and net/http. Use when Go panics or misbehaves — "all goroutines are asleep - deadlock!", "concurr

Deploy a local project directory or Git repository to Volcengine as a running, reachable cloud service. USE WHEN: deploy to Volcengine, deploy to 火山引擎/火山, deploy this repo/project, publish current cod

Complete Platform Agent Swarm — A coordinated multi-agent system for Kubernetes and OpenShift platform operations. Includes Orchestrator (Jarvis), Cluster Ops (Atlas), GitOps (Flow), Security (Shiel

Use when analyzing Huawei Cloud CCE periodic capacity trends, forecasting resource bottlenecks, simulating node/workload elasticity policies, generating capacity curve charts and reports, comparing re

Use this skill when the user wants to collect AOM alarms, metrics, LTS logs, Pod logs, or Kubernetes events and build a comprehensive observability context package before handing off to diagnosis skil

智能部署工具 - 自动检测部署策略，预检查、发布、监控一体化。支持 K8s/Helm、Docker Compose、Vercel、Fly.io。Triggers: '部署', 'deploy', '发布', '上线', '预检查', '部署监控', 'helm upgrade', 'docker compose up'.

Use when generating or editing draw.io/diagrams.net architecture diagrams via MCP or native XML.

Shared launch intake for any TAO workflow or action. Use when the user wants to run TAO AutoML, train, evaluate, infer, export, generate TensorRT engines, or launch DEFT/workflow jobs on an execution

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

Manage GitLab Kubernetes clusters and agent integrations. Use when connecting clusters, managing cluster agents, or working with Kubernetes integration. Triggers on cluster, Kubernetes, k8s, cluster a

Transcribe audio via the self-hosted Whisper ASR instance running on Kubernetes. Use this skill whenever the user wants to transcribe audio files, convert speech to text, generate subtitles, or transl

Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use when building runbooks, responding to incidents, or establishing incident respons

Master on-call shift handoffs with context transfer, escalation procedures, and documentation. Use when transitioning on-call responsibilities, documenting shift summaries, or improving on-call proces

Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP and private clouds (OpenStack/VMware). Masters hybrid connectivity, workload placement optimization, ed

Control a remote Chrome browser in Kubernetes via HTTP API. Use for web automation, scraping, form filling, navigation, and page inspection. Exposes accessibility tree, text extraction, screenshots, a

Configure mutual TLS (mTLS) for zero-trust service-to-service communication. Use when implementing zero-trust networking, certificate management, or securing internal service communication.

Cross-cloud GPU provisioning with NUMA-aligned topology optimization, K8s cluster creation, and inference overflow. Get real-time pricing across 11+ cloud providers, provision the cheapest GPUs in sec

Find and rank GitHub developers by location, technology, and role. Search for candidates, get scored profiles with tech stack matches, activity, and contact info.

Comprehensive Kubernetes and OpenShift cluster management skill covering operations, troubleshooting, manifest generation, security, and GitOps. Use this skill when: (1) Cluster operations: upgrades,

Use for Dokploy-specific API operations (apps, deployments, databases, domains, backups, settings) when tasks explicitly involve Dokploy. Route requests to domain modules, enforce inspect-first troubl

全新地、从无到有、从零开始，部署、搭建、创造、构建、安装、交付 Kubernetes（K8S）集群。 当遇到以下场景时使用此技能： (1) 用户当前没有 K8S 集群，希望从无到有、从零开始部署一套 (2) 用户希望部署、搭建、构建、创造、安装、交付一套新 K8S 环境 (3) 用户提供服务器资源（虚拟机/物理机），询问 K8S 架构设计、技术方案、部署规划、验收方案 (4) 用户可以按照技能引

Linkerd lightweight service mesh for Kubernetes. Use when the user needs automatic mTLS, traffic splitting, retries, and observability with minimal resource overhead and operational complexity.

Velero for Kubernetes backup and disaster recovery. Use when the user needs to back up cluster resources and persistent volumes, restore workloads, migrate between clusters, or schedule automated back

LLM Token Optimizer - Reduce AI API costs by 60-90%. Compresses CLI outputs (git, docker, kubectl) before sending to GPT-4/Claude. AI auto-learning included. By Buba Draugelis 🇱🇹

Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk/Heroku/App Engine→App Service, Fargate/Kubernetes/Cloud Run/Spring Boot→Contain

Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use this skill when building a service outage runbook for a payment processing system

ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. Covers model deployment, feature stores, drift monitoring, RAG systems, and cost optimization.

Creates Dockerfiles, configures CI/CD pipelines, writes Kubernetes manifests, and generates Terraform/Pulumi infrastructure templates. Handles deployment automation, GitOps configuration, incident res

Use context-mode tools (ctx_execute, ctx_execute_file) instead of Bash/cat when processing large outputs. Triggers: "analyze logs", "summarize output", "process data", "parse JSON", "filter results",

Implement Kubernetes security policies including NetworkPolicy, PodSecurityPolicy, and RBAC for production-grade security. Use when securing Kubernetes clusters, implementing network isolation, or enf

DevOps for CI/CD, containers, Kubernetes, and Terraform. Use when building pipelines, containerizing apps, managing clusters, provisioning cloud infra, deploying with blue- green/canary, or handling i