Skill rating

Build Quarkus native executables (Mandrel/GraalVM), fix native failures with reflection registration, test the native binary, and produce container images and Kubernetes/OpenShift manifests. Use for n

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

Run a Python training/eval script directly in an existing local virtualenv — no docker, no container. Implements the four-verb consumer contract (submit/status/logs/cancel) over a vendored process-lif

Use this skill whenever the user needs to operate a managed-endpoint fleet (thin clients, VDI endpoints, centrally-managed devices) — a one-shot fleet health overview, endpoint inventory (list/get), a

Cluster API lifecycle management for provisioning, scaling, and upgrading Kubernetes clusters. Use when managing cluster infrastructure or multi-cluster operations.

Kubernetes certificate management with cert-manager. Use when managing TLS certificates, configuring issuers, or troubleshooting certificate issues.

Use this skill whenever the user needs to operate an XCP-ng virtualization fleet through Xen Orchestra — a one-shot fleet health overview; VMs (list/get/RRD stats), hosts, pools, storage repositories

Provision and manage production-grade databases on Kubernetes using KubeBlocks. Use this skill when the user needs a database — MySQL, PostgreSQL, Redis, MongoDB, Kafka, Elasticsearch, Milvus, Qdrant,

Server-Side Request Forgery (SSRF) vulnerability scanner (OWASP A10:2021). Detects URL-fetching sinks in Python/Java/Node.js/PHP/Go/Ruby that accept user-controlled URLs without validation. Flags clou

Use this skill whenever the user needs to operate a network / infrastructure monitoring NOC on SolarWinds Orion (SWIS REST + SWQL), Paessler PRTG (web API), or Zabbix 6.x/7.x (JSON-RPC) — a one-shot N

Design and implement a complete ML pipeline for: $ARGUMENTS

Architecture patterns for multi-stage CI/CD pipelines with approval gates and deployment strategies.

Expert security auditor specializing in DevSecOps, comprehensive cybersecurity, and compliance frameworks.

Reference document for monopoly tech-matrix.

Comprehensive GitLab CI/CD pipeline patterns for automated testing, building, and deployment.

Production patterns for Linkerd service mesh - the lightweight, security-first service mesh for Kubernetes.

Design and implement a complete ML pipeline for: $ARGUMENTS

Expert service mesh architect specializing in Istio, Linkerd, and cloud-native networking patterns. Masters traffic management, security policies, observability integration, and multi-cluster mesh con

Production patterns for Linkerd service mesh - the lightweight, security-first service mesh for Kubernetes.

This skill should be used whenever users need help with resume creation, updating professional profiles, tracking career experiences, managing projects portfolio, or generating tailored resumes for jo

Configure and collect crash dumps for modern .NET applications. USE FOR: enabling automatic crash dumps for CoreCLR or NativeAOT, capturing dumps from running .NET processes, setting up dump collectio

Skill-set loader for /hunt orchestrator. Fingerprints the target, picks the right platform attack skills, and loads the Red Team or WAPT skill set. Use when /hunt has just received a mode answer (redt

Remediating known failure patterns automatically from Triage diagnoses and Beacon alerts: runbooks with safety-tier classification, staged verification, rollback. Use for automated remediation.

Create operational runbooks and standard operating procedures. Document troubleshooting guides and recovery procedures. Use when documenting operational knowledge.

Manage secrets and PKI with HashiCorp Vault.

Encrypt files and configs with Mozilla SOPS.

Implements microsegmentation with Akamai Guardicore Segmentation to map application dependencies, visualize east-west traffic flows, and create granular, least-privilege network policies across VMs, c

Assesses the security posture of the etcd cluster backing Kubernetes: encryption at rest, TLS peer and client transport, access control, backup encryption, and network isolation. Use when auditing or

Secures container registry images (ECR, ACR, GCR, Docker Hub) by scanning with Trivy and Grype, signing with Cosign and Sigstore, configuring registry access controls, and building CI/CD pipelines tha

Parses Kubernetes API server audit logs (JSON lines) to detect exec-into-pod, secret access, RBAC modifications, privileged pod creation, and anonymous API access, and builds SIEM detection rules from

Secures Helm chart deployments by verifying chart signatures and provenance, rendering and linting templates for misconfiguration, enforcing pod security contexts through values.yaml, moving secrets i

Manage GPU compute jobs on the Qizhi (启智) platform using qzcli — a kubectl-style CLI tool. Use when user says "qzcli", "启智平台", "submit job", "stop job", "查计算组", "avail", "list jobs", "batch submit", o

Operate OpenAI Codex CLI in non-interactive headless environments. Load only when the user explicitly authorizes this skill or names Codex / codex. Before any command, confirm the `codex` binary is av

Use this skill whenever the user needs to observe or govern on-endpoint local LLMs running on Ollama, llama.cpp (llama-server), LM Studio, or a local single-node vLLM — inventory installed/running mod

Design autoscaling policies based on traffic patterns, cost constraints, and performance SLOs

Vendor-neutral, governed industrial/OT data tap + intelligent troubleshooting. Read (and, gated, write) PLCs, controllers, machine tools and IIoT brokers over OPC-UA, Modbus-TCP, Siemens S7comm, Mitsu

Use this skill whenever the user needs to manage VMs in VMware/vSphere/ESXi — it's the entry point for all VM operations. Directly handles: power on/off, clone, snapshot, migrate, deploy from OVA or t

Diagnose failed or unhealthy Dynamo deployments. Use when pods, model-cache jobs, PVCs, workers, frontend/router health, endpoints, or benchmark jobs fail; use recipe-runner/router-starter before this

Browser automation for Kubernetes dashboards and web UIs. Use when interacting with Kubernetes Dashboard, Grafana, ArgoCD UI, or other web interfaces. Requires MCP_BROWSER_ENABLED=true.

Huawei Cloud CCE cost optimization analysis skill. Identifies idle resources, oversized CPU/memory requests, low-utilization nodes, 24h/7d utilization trends, HPA recommendations, and node autoscaler

Analyze errors, stack traces, and logs to diagnose root causes and suggest fixes. Use when debugging Python, Node.js, Go, or Bash errors, interpreting Kubernetes events, diagnosing Docker issues, or r

Use this skill whenever the user needs to manage VMs and containers on Proxmox VE — list/inspect/configure VMs, power and lifecycle (start/stop/shutdown/reboot/reconfigure/clone/delete/migrate), snaps

Harden Docker/container images and runtime deployments with secure base images, non-root users, CVE scanning, SBOM/signing, seccomp/AppArmor, and Kubernetes pod security controls. Use for Dockerfile s

Implement graceful shutdown for servers and workers: drain connections, finish in-flight work, release resources, and exit cleanly on SIGTERM/SIGINT.

Complete guide to implementing GitOps workflows with ArgoCD and Flux for automated Kubernetes deployments.

Expert jq usage for JSON querying, filtering, transformation, and pipeline integration. Practical patterns for real shell workflows.

Write a disaster recovery plan for a service or system — covering RPO/RTO targets, failure scenario runbooks, backup and restore procedures, DR testing cadence, and communication templates. Use when a

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

Complete guide for building scalable microservices with Express.js including middleware patterns, routing strategies, error handling, production architecture, and deployment best practices

Design and implement a complete ML pipeline for: $ARGUMENTS