data-analysis

> Agent for `aws-dynamodb-data-modeling-performance-review`. Review DynamoDB table design, partition keys, sort keys, GSIs/LSIs, hot partitions, query/scan patterns, capacity, global tables, TTL, DAX, and cost/performance tradeoffs.

> Agent for `aws-serverless-production-readiness`. Review AWS Lambda and serverless workloads for IAM, concurrency, event sources, retries, DLQs, observability, secrets, performance, cost, and rollback readiness.

> Agent for gcp-cost-anomaly-watch-coordinator. 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 →…

> Agent for `gcp-live-cost-budget-action-guard`. Gate Cloud Billing budget threshold changes, committed-use discount purchases, and quota increase requests — financial authority gate.

> Agent for gcp-vertex-ai-mlops-engineer. 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 `gcp-waf-cost-optimization-review`. Evaluates GCP workload cost efficiency against the Well-Architected Framework cost optimization pillar.

Review Amazon DynamoDB data modeling and performance across access patterns, partition keys, sort keys, secondary indexes, GSI/LSI design, hot partitions, query versus scan behavior, capacity mode, adaptive capacity, global tables, TTL, DAX, item size, transactions, and cost.…

Review AWS Lambda-centered serverless workloads for production readiness across execution roles, event sources, retries, DLQs/destinations, concurrency, idempotency, observability, deployment safety, performance, cost, and rollback. Prefer event-driven architecture for…

> Agent for `huawei-cost-anomaly-watch-coordinator`. Coordinate Huawei Cloud cost anomaly detection — CBC Cost Center delta analysis (>15% day-over-day threshold), budget alert configuration via Budget Management, ECS/GaussDB Yearly/Monthly vs On-Demand mode cost anomalies, OBS…

> Agent for `huawei-live-cce-rollout-guard`. Gate CCE deployment mutations, node pool upgrades, and cluster version changes against rollback posture and workload disruption budget before any production change.

> Agent for `huawei-live-cost-budget-action-guard`. Gate financial authority actions — budget threshold changes, RI purchases, and CUD (Committed Use Discount) commitments. Budget threshold reduction can trigger service suspension; RI/CUD purchases are committed spend.

> Agent for `oci-live-cost-budget-runaway-guard`. Gate OCI budget rule mutations, cost-tracking tag changes, and GPU or HPC shape provisioning against compartment spend limits before any cost-impacting mutation.

Gate live financial authority actions — budget threshold changes, Savings Plan purchases, and Reserved Instance commitments. These are committed spend or can trigger immediate service suspension.

Coordinate Huawei Cloud cost anomaly detection — CBC Cost Center delta analysis (>15% day-over-day threshold), budget alert configuration via Budget Management, ECS/GaussDB Yearly/Monthly vs On-Demand mode cost anomalies, OBS request cost spikes, unattached EVS volume waste, DWS…

Manage Huawei ModelArts training jobs (GPU and Ascend NPU cost governance), Pangu foundation model deployment, AI Gallery model management, and MLOps pipeline automation for AI/ML workloads.

> 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…