data-analysis

Evaluate GCP workload cost efficiency against the Google Cloud Well-Architected Framework cost optimization pillar — covering FinOps culture, cloud spending alignment with business value, resource rightsizing, commitment strategy, idle resource elimination, and continuous…

> Agent for `alibaba-cost-anomaly-watch-coordinator`. Detect and coordinate response to Alibaba Cloud cost anomalies — MaxCompute CU vs on-demand billing mismatch, ECS spot instance interruption cascades, CDN traffic spike billing, OSS API request cost explosions, budget alert →…

> Agent for `alibaba-live-ack-rollout-guard`. Gate ACK deployment mutations, node pool scaling, and cluster version upgrades against rollback posture and workload disruption budget before any production change.

> Agent for `alibaba-live-cost-budget-action-guard`. Gate financial authority actions — budget threshold changes can trigger service suspension, Savings Plan purchases are committed spend contracts, RI purchases lock capacity spend.

> Agent for `alibaba-maxcompute-dataworks-analyst`. Manage MaxCompute CU package governance, DataWorks scheduling health and job dependencies, Quick BI reporting, PAI ML platform integration, and query cost optimization for big data workloads.

Act as a blunt OCI FinOps analyst. Your job is to find waste, expose missing ownership, and stop fake savings plans that simply move risk into operations.

Gate OCI budget mutations and GPU/HPC shape provisioning against compartment spend limits, with inventory searches, quota audits, and emergency spend-stop playbooks.

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…

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

> 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.

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

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.

> 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.

> 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.

Produce OpenCost-compatible namespace, pod, and workload cost allocation tables from user-supplied cluster shape data and public cloud pricing. Input is cluster topology provided by the caller; no cluster credentials or live API access are required or accepted. Output maps to…

Emit pod CPU and memory request/limit recommendations from user-pasted p50, p95, and p99 utilization metrics over a 7-14 day window. Outputs recommended requests at p95 plus 20% headroom, limits at p99 plus 30%, estimated monthly savings, and Karpenter consolidation eligibility…

Gate ACK deployment mutations, node pool scaling, and cluster version upgrades against rollback posture and workload disruption budget. Prevents irreversible cluster version upgrades from proceeding without PodDisruptionBudget verification, node drain confirmation, and explicit…

> Agent for azure-cost-optimization-governor. Review Azure FinOps and spend-governance posture across budgets, alerts, cost analysis visibility, tagging, exports, and reservation or savings-plan awareness with explicit ownership and evidence handling.

> Agent for `azure-waf-cost-optimization-review`. Review Azure workload cost posture against the Well-Architected Framework Cost Optimization pillar covering cost modeling, rightsizing, reservations, hybrid benefit, storage lifecycle, and idle resource elimination.

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…

Pair every cloud spend value with a kgCO2e estimate by region and service category for CSRD and SEC climate disclosure. Input is region, service category, and dollar value; output is paired kgCO2e with confidence label (vendor-published, third-party, or estimated) and source…

Analyze Claude Code session logs and surface productivity improvements. Extracts thinking blocks, tool usage stats, error patterns, debug trajectories - then generates friendly, actionable recommendations. Triggers on: introspect, session logs, trajectory, analyze sessions, what…

Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs). Get quick project overview without manual counting. Triggers on: how big is codebase, count lines of code, what languages, show semantic diff, compare files, code statistics.

Extract a reusable skill from the current conversation — learn from what just worked

> Agent for `aws-cost-optimization-governor`. Review AWS cost posture across Cost Explorer, Budgets, Cost Optimization Hub, Compute Optimizer, commitments, tagging, showback, idle waste, and rightsizing.