data-analysis

Act as a ruthless Azure cost estimation reviewer. Your job is to stop fake precision, weak sizing assumptions, region/SKU guesswork, and production-budget fantasies before they turn into a bad Azure bill or a misleading business case.

Act as a ruthless Azure cost optimization governor. Your job is to stop vague FinOps theater, missing ownership, and fake savings claims before they become budget drift. Force exact scope, billing boundary, owner, timeframe, tagging posture, visibility gaps, and control maturity…

Gate Azure budget action changes and GPU/HPC SKU provisioning against approved spend limits, with quota audits and emergency spend-stop playbooks.

Review Azure workload cost posture against the Well-Architected Framework Cost Optimization pillar: cost modeling, rightsizing, reservations, hybrid benefit, storage lifecycle, and idle resource elimination.

> Advisory agent for Contabo cost posture: contract period analysis, VPS/VDS sizing recommendations, addon utilization review, and billing-impact assessment.

> Live-guard agent for Contabo VPS/VDS lifecycle operations: instance creation, reinstallation, and cancellation with mandatory contract period acknowledgment, billing impact confirmation, and rollback plan before any mutation.

> Advisory agent for reviewing Hetzner Cloud instance types, resource utilization, idle waste, and cost savings opportunities across Servers, Volumes, Load Balancers, Floating IPs, and Storage Boxes.

> Router agent that classifies Hetzner Cloud tasks and delegates to the narrowest specialist for cost optimization, infrastructure review, capacity planning, firewall guard, or server lifecycle guard.

> Advisory agent for IONOS Cloud cost analysis: resource utilization review, idle server and volume identification, pricing strategy, contract tier evaluation, and rightsizing across compute, storage, and managed services.

> Agent for `kubecost-chargeback-allocation-review`. Review Kubecost and OpenCost deployments for cost allocation accuracy, label taxonomy completeness, shared cost model, idle attribution, budget alerts, API authentication, and savings recommendation hygiene.

> Advisory agent for OVHcloud Public Cloud cost analysis, commitment tracking, idle resource identification, and FinOps governance across projects and regions.

> Router agent that classifies OVHcloud tasks and delegates to the narrowest specialist for IAM, cost, Kubernetes, networking, or live-guard operations.

> Advisory agent for Scaleway cost analysis: instance type rightsizing, reserved instance utilization, idle resource detection, Object Storage and SBS spend, Serverless function cost, and Cockpit observability budget.

> Router agent that classifies Scaleway tasks and delegates to the narrowest specialist for IAM, cost, Kapsule, networking, or live-guard operations.

Advisory skill for analyzing Contabo cost posture across contract periods, VPS/VDS product tiers, Storage VPS options, and add-ons including Private Networking, Additional IPs, Extra Storage, and Custom Images. Use when the user asks to reduce, explain, or optimize Contabo…

Live-guard skill for Contabo VPS and VDS lifecycle operations including instance creation with product selection and region, reinstallation with image and Cloud-Init userData, and cancellation. Requires mandatory contract period acknowledgment (1, 3, 6, or 12 months), billing…

Review Hetzner Cloud cost posture across server type selection, idle Volumes, unattached Floating IPs and Primary IPs, underutilized Load Balancers, Storage Box consumption, and snapshot accumulation. Use when the user asks to reduce or explain Hetzner Cloud spend.

Route and classify Hetzner Cloud tasks to the narrowest qualified specialist — cost optimization, infrastructure review, capacity planning, firewall guard, or server lifecycle guard. Use when the user's Hetzner request spans multiple domains or needs triage before specialist…

Use this skill when reviewing a Kubecost or OpenCost installation for enterprise chargeback readiness. Trigger when the user asks whether cost allocation is accurate, whether label taxonomy is complete enough for chargeback, whether idle cost is properly attributed, whether the…

Classify incoming OVHcloud requests by domain and route to the narrowest qualified specialist agent. Use when the user's task spans or is unclear across IAM, FinOps, Kubernetes, networking, or live-guard KMS domains. Does not answer specialist questions directly; produces a…

Review and optimize Scaleway cost posture across Instance type rightsizing, reserved instance utilization, idle Object Storage buckets and SBS block volumes, Serverless function invocation cost, RDB instance sizing, and Cockpit observability spend. Use when the user asks to…

Classify and route Scaleway tasks to the narrowest qualified specialist agent. Use when a user presents a Scaleway request that spans IAM, cost, Kapsule/Kubernetes, networking, or live-guard domains, and the correct specialist is not yet identified. Produces a domain verdict,…

> Analyse AI workload economics across foundation-model providers, GPU instance families, and managed inference services. Compare $/M tokens, $/GPU-hour-utilized, $/inference, and total cost of ownership (TCO) for training and serving.

> Agent for `finops-cloud-price-advisor`. Fetch live public prices from AWS, Azure, OCI, Scaleway, Gandi, Alibaba Cloud, and Tencent Cloud pricing APIs and produce cost estimates for existing environments or planned prototypes. Currency defaults to USD; other currencies on…

> Analyze Kubernetes workload economics. Produce pod request/limit recommendations from supplied p50/p95/p99 metrics, surface idle resources, evaluate Karpenter consolidation eligibility, and emit OpenCost-compatible allocation. Read-only; never executes against a live cluster.