data-analysis

> Agent for `aws-daily-operations-briefing-coordinator`. Prepare non-destructive AWS daily operations briefings across health signals, incidents, deployments, cost drift, open risks, and action backlog for business and engineering stakeholders.

> Agent for `gcp-cost-finops-analyst`. Analyze GCP spend via Billing exports, optimize committed-use and sustained-use discounts, design cost attribution (labels/tags), investigate budget alert drift, and recommend rightsizing for Compute, GKE, and BigQuery.

Review AWS cost anomalies using Cost Explorer, Cost Anomaly Detection, Budgets, usage spikes, commitments, and tagging gaps. Prefer this for proactive FinOps watch and non-destructive escalation; prefer aws-cost-optimization-governor for broader optimization strategy.

Review AWS cost optimization and FinOps posture across Cost Explorer, Budgets, Cost Optimization Hub, Compute Optimizer, Savings Plans, Reserved Instances, tagging, showback, idle resources, rightsizing, storage, data transfer, and forecast risk. Use when the user asks to reduce…

Analyze GCP spend via Billing exports, optimize committed-use and sustained-use discounts, design cost attribution (labels/tags), investigate budget alert drift, and recommend rightsizing for Compute, GKE, and BigQuery. Prefer gcp-bigquery-cost-performance-analyst for deep…

Gate Cloud Billing budget threshold changes, committed-use discount (CUD) purchases, and quota increase requests with explicit financial-authority approval. CUD contracts are 1-3 year financial commitments that cannot be cancelled — this guard ensures every billing action is…

> Agent for `huawei-daily-operations-briefing-coordinator`. Coordinate the daily Huawei Cloud operations standup — CBC cost delta by Enterprise Project, AOM anomaly alert review, CCE pod failure triage, CES quota utilization warnings, LTS log error spike detection, SecMaster…

> Agent for `huawei-modelarts-mlops-engineer`. Manage ModelArts training jobs (GPU and Ascend NPU cost governance), Pangu model deployment, AI Gallery model management, and MLOps pipeline automation.

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 → DingTalk notification → remediation playbook.

Design Alibaba Cloud landing zone — Resource Management org tree, Cloud SSO, Control Policy (SCP equivalent), multi-account governance baseline, billing account structure, and ActionTrail centralization.

Gate CCE deployment mutations, node pool upgrades, and cluster version changes against rollback posture and workload disruption budget before any production change. Prevents irreversible CCE cluster upgrades from proceeding without workload PDB verification, addon compatibility…

Assess Huawei Cloud cost efficiency using the Well-Architected Framework Cost Optimization pillar: ECS flavor selection including Kunpeng Arm, Yearly/Monthly vs Pay-Per-Use billing, Spot Instances, Enterprise Project cost attribution, and Cost Center monitoring.

OCI Maestro operates like Kiro's Auto model: it selects the best specialist agent(s) for the user's current task rather than answering generically. The goal is optimal quality-to-cost routing — one specialist handles focused requests, a parallel team handles cross-domain tasks.…

> Agent for azure-cost-estimation-review. Review Azure cost estimates for pricing-calculator assumptions, SKU and region realism, production versus nonproduction sizing, omission risk, and explicit uncertainty labeling.

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.

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

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…

Searches the web, legal databases, case law, patents, and case.dev knowledge base via the casedev CLI. Use when the user mentions "search", "legal research", "find cases", "case law", "patent search", "web search", "fetch URL", "webfetch", "legal skills", or needs to research…

Manages case.dev encrypted document vaults for legal workflows. Creates vaults, uploads files and directories, lists and downloads objects, and runs semantic search across vault contents. Use when the user mentions "vault", "upload documents", "document storage", "download…

You are an expert in Airbyte, the open-source data integration platform with 300+ pre-built connectors. You help developers sync data from SaaS tools, databases, and APIs into data warehouses and lakes — handling incremental syncs, CDC (Change Data Capture), schema evolution,…

When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event tracking," "UTM parameters," "tag manager," "GTM," "analytics implementation," or…

Process large-scale data with Apache Spark. Use when a user asks to process big data, run distributed computations, build ETL pipelines, perform data analysis at scale, or use PySpark for data engineering.

Assists with storing, searching, and managing vector embeddings using ChromaDB. Use when building RAG pipelines, semantic search engines, or recommendation systems. Trigger words: chromadb, chroma, vector database, embeddings, semantic search, similarity search, vector store,…

ClickHouse is a columnar OLAP database built for real-time analytical queries over massive datasets. It supports a familiar SQL interface with powerful aggregation functions, materialized views for pre-computed rollups, and high-throughput inserts that make it ideal for event…