Use when evaluating business model viability, analyzing profitability per customer/product/transaction, validating startup metrics (CAC, LTV, payback period), making pricing decisions, assessing...
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aws-rds-database
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Deploy and manage relational databases using RDS with Multi-AZ, read replicas, backups, and encryption. Use for PostgreSQL, MySQL, MariaDB, and Oracle.
api-designer
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REST and GraphQL API architect for designing robust, scalable APIs. Use when designing new APIs or improving existing ones.
pylabrobot
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Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors....
Use when writing or reviewing career documents including research statements, teaching statements, diversity statements, CVs, or biosketches. Invoke when user mentions research statement, teaching...
rest-patterns
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Quick reference for RESTful API design patterns, HTTP semantics, caching, and rate limiting. Triggers on: rest api, http methods, status codes, api design, endpoint design, api versioning, rate...
roadmap-backcast
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Use when planning with fixed deadline or target outcome, working backward from future goal to present, defining milestones and dependencies, mapping critical path, identifying what must happen...
aws-ec2-setup
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Launch and configure EC2 instances with security groups, IAM roles, key pairs, AMIs, and auto-scaling. Use for virtual servers and managed infrastructure.
Scaffold
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クラウドインフラ（Terraform/CloudFormation/Pulumi）とローカル開発環境（Docker Compose/dev setup/環境変数）両面の環境プロビジョニングを担当。IaC設計、環境構築、マルチクラウド対応が必要な時に使用。
Helm Chart Builder
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Build production-grade Helm charts with templating, values.yaml parameterization, dependencies, and hooks for multi-environment Kubernetes deployments.
api-design-patterns
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RESTful API design, error handling, versioning, and best practices. Use when designing APIs, reviewing endpoints, implementing error responses, or setting up API structure. Triggers on "design...
Design personalized learning plans for skills, topics, and career development
kubernetes
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dns-management
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Manage DNS records, routing policies, and failover configurations for high availability and disaster recovery.
oracle-pptx
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Create Oracle-compliant PowerPoint presentations following Oracle brand guidelines. Supports Dark (default) and Light themes with OCI/Database branding. Use when creating Oracle presentations,...
Use when exploring alternative scenarios, testing assumptions through "what if" questions, understanding causal relationships, conducting pre-mortem analysis, stress testing decisions, or when...
kubernetes
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Kubernetes deployment, cluster architecture, security, and operations. Includes manifests, Helm charts, RBAC, network policies, troubleshooting, and production best practices. Trigger keywords:...
fhir-developer-skill
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Configure autoscaling for Kubernetes, VMs, and serverless workloads based on metrics, schedules, and custom indicators.
research-claim-map
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Use when verifying claims before decisions, fact-checking statements against sources, conducting due diligence on vendor/competitor assertions, evaluating conflicting evidence, triangulating...