data-analysis

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

Fetch live per-token, per-image, and per-GPU-hour prices for foundation models across Anthropic, OpenAI, Google, AWS Bedrock, Azure OpenAI, OCI Generative AI, and Vertex AI. Supports single-model lookup and comparative multi-provider tables. Every price is labeled with source…

Set up and manage InfluxDB for time-series data storage, querying, and analysis. Use when a user needs to configure InfluxDB buckets, write Flux queries, set up retention policies, create tasks for data downsampling, or build dashboards for time-series metrics.

Diagnose and fix oh-my-copilot installation issues. Checks plugin path, broken symlinks, dependencies (sqlite3/jq/git), hooks.json validity, script permissions, and plugin version. Trigger with "doctor", "진단", "install check", "헬스체크", "health check".

Build local-first applications with ElectricSQL — sync Postgres data to client devices in real-time. Use when someone asks to "sync database to client", "local-first app", "ElectricSQL", "offline-first sync", "real-time Postgres sync", "sync Postgres to SQLite", or "build an app…

Parse and generate CSV files with the csv package — stream large files, handle custom delimiters, transform records, validate data, and generate CSV output from objects. Use when tasks involve data import/export, ETL pipelines, processing uploaded CSV files, or generating…

Configure Prometheus Alertmanager for alert routing, grouping, silencing, and notification delivery. Use when a user needs to set up alert receivers (Slack, PagerDuty, email), define routing trees, manage silences and inhibition rules, or troubleshoot alert delivery pipelines.

You are an expert in Qdrant, the high-performance vector search engine written in Rust. You help developers build semantic search, RAG retrieval, recommendation systems, and anomaly detection with billion-scale vector collections, advanced filtering, multi-vector support, and…

Configure and manage status pages for incident communication and service health transparency. Use when a user needs to set up Atlassian Statuspage or open-source alternatives, manage components and incidents, automate status updates, or integrate with monitoring and alerting…

> 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.

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