data-analysis

> Agent for `azure-live-cost-budget-action-guard`. Gate subscription and management-group budget action changes and GPU or HPC SKU scale-up against approved spend thresholds before any cost-impacting mutation.

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.

> 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.

> 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.

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

> 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…

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…

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…

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,…

> 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…

> Agent for `finops-maestro`. Classify the user's FinOps question, select the narrowest specialist or the right team of specialists from the catalog, and dispatch in parallel when the task spans multiple domains. Never answer FinOps questions directly. Never auto-dispatch…

Fetch live public prices and build cost estimates for AWS, Azure, OCI, Scaleway, Gandi, Alibaba Cloud, and Tencent Cloud using each provider's public pricing API or official documentation. Supports live-environment cost analysis and prototype cost planning. Currency defaults to…

Route FinOps tasks to the narrowest specialist or team of specialists from the catalog. Use when you do not already know the specialist. Not for direct FinOps answers; Maestro classifies, dispatches, and synthesizes only. Dispatches single agent for focused tasks, parallel team…

> Agent for `aws-cost-anomaly-watch-coordinator`. Review AWS cost anomalies, budget drift, usage spikes, and savings opportunities with non-destructive recommendations and business-facing escalation guidance.

Detect and coordinate response to GCP cost anomalies — BigQuery on-demand query cost spikes ($5/TB scanned), Cloud Run scaling runaway, unattached Persistent Disks, idle GCE instances, budget alert → notification channel → remediation playbook.

Manage Vertex AI Training jobs (GPU/TPU cost governance), Vertex AI Pipelines, Model Registry, Feature Store, Endpoints, and Gemini API integration for production MLOps.

> Agent for `huawei-waf-cost-optimization-review`. Assess Huawei Cloud cost efficiency via ECS flavor selection including Kunpeng Arm, billing mode optimization, Spot Instance adoption, Enterprise Project cost attribution, and Cost Center monitoring.

Manage MaxCompute CU package governance, DataWorks scheduling, Quick BI reporting, and PAI ML platform. Optimize query cost and job scheduling efficiency for big data workloads.

Gate Huawei Cloud CBC budget threshold changes, Reserved Instance purchases, and CUD commitments — budget threshold reduction can trigger service suspension and RI/CUD are non-refundable committed spend.

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…

> Agent for `gcp-bigquery-cost-performance-analyst`. Analyze BigQuery slot reservation sizing, BI Engine acceleration, query cost estimation, dataset governance (expiration, access controls), and partitioning/clustering optimization to reduce on-demand scan costs.

Prepare AWS daily operations briefings using CloudWatch, Personal Health Dashboard, Trusted Advisor, cost signals, deployment timelines, incidents, risks, and action backlog. Prefer this for non-destructive business and engineering status coordination; prefer observability,…

Review Amazon EKS Kubernetes platform operations across cluster access, IRSA, IAM roles for service accounts, pod identity, node groups, Karpenter, autoscaling, CNI/network policy, upgrades, reliability, observability, and cost. Use only for EKS/Kubernetes; prefer ECS/Fargate…