By rvfvazquez
AI-powered AWS service modeling advisor — compute, database, and messaging decisions
AWS compute model selection advisor for architects and developers. Use this skill whenever the user needs to choose between Lambda, ECS, or EKS on AWS, decide on a serverless vs container strategy, select between Fargate and EC2 for container workloads, or define the compute model for a new service or microservice. Also trigger when the user mentions terms like "qual compute usar", "Lambda vs ECS", "ECS vs EKS", "Fargate vs EC2", "processamento AWS", "infraestrutura de containers", "modelo de execução", startup vs enterprise compute decisions, or asks about event-driven processing, predictability, auto-scaling, or infrastructure trade-offs on AWS.
AWS database selection advisor for architects and developers. Use this skill whenever the user needs to choose a database on AWS, compare DynamoDB vs DocumentDB vs Aurora DSQL vs ElastiCache vs MemoryDB vs Timestream, decide on a database strategy, define data persistence for a new service or microservice, or is unsure whether to use relational, NoSQL, in-memory, cache, or time series on AWS. Also trigger when the user mentions terms like "qual banco usar", "modelagem de dados AWS", "DynamoDB vs", "Aurora DSQL", "DocumentDB", "ElastiCache", "Redis", "MemoryDB", "Timestream", "cache", "banco em memória", "séries temporais", "banco de dados para meu serviço", or asks about access patterns, sharding, transactional flows, caching strategies, low-latency data, time series metrics, or read/write strategies on AWS.
AWS messaging and eventing service selection advisor for architects and developers. Use this skill whenever the user needs to choose between SQS, SNS, EventBridge, Kinesis, or MSK (Kafka) on AWS, design an event-driven architecture, decide on a message queue vs event stream strategy, or define how services communicate asynchronously. Also trigger when the user mentions terms like "qual serviço de mensageria", "SQS vs SNS", "EventBridge vs SQS", "Kinesis vs MSK", "fila de mensagens", "streaming de eventos", "pub/sub", "event-driven", "desacoplamento de serviços", "processamento assíncrono", "firehose", "kafka gerenciado", or asks about message ordering, fan-out, dead letter queues, event replay, or real-time data pipelines on AWS.
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AI-powered AWS architecture advisor — A collection of Claude skills that guide architects and developers through structured decision-making for AWS service selection.
Consultor de arquitetura AWS com IA — Uma coleção de skills para Claude que orientam arquitetos e desenvolvedores em decisões estruturadas de seleção de serviços AWS.
pragmatic-service-modeling is a plugin for Claude (via Cowork or Claude Code) that provides three expert skills for AWS architecture decisions. Instead of returning a generic answer, each skill conducts a short conversational interview to understand your specific context, then delivers a direct, justified recommendation.
| Skill | What it decides | Key services covered |
|---|---|---|
| pragmatic-compute-expert | Which compute model to use | Lambda, ECS, EKS, Fargate, EC2 |
| pragmatic-db-expert | Which database to use | DynamoDB, DocumentDB, Aurora DSQL |
| pragmatic-messaging-expert | Which messaging service to use | SQS, SNS, EventBridge, Kinesis, MSK |
Each skill follows the same pattern:
references/ folderRun these two commands inside Claude Code:
/plugin marketplace add rvfvazquez/pragmatic-service-modeling
/plugin install pragmatic-service-modeling@pragmatic-service-modeling
That's it — all three experts are available immediately.
pragmatic-service-modeling.skill from the releases page.skill file — all three experts are installed at once# Clone the repository
git clone https://github.com/rvfvazquez/pragmatic-service-modeling.git
# Copy skills to your Claude skills directory
cp -r pragmatic-service-modeling/skills/* ~/.claude/skills/
Just talk to Claude naturally:
"Qual compute devo usar para o meu novo microserviço?"
"Should I use Lambda or ECS for this background job?"
"Which database makes sense for a high-throughput e-commerce catalog?"
"Precisamos de SQS ou EventBridge para desacoplar nossos serviços?"
See the examples/ folder for complete conversation walkthroughs.
pragmatic-service-modeling/
├── .claude-plugin/
│ ├── marketplace.json ← Makes this repo a Claude Code marketplace
│ └── plugin.json ← Plugin manifest (name, version, author)
├── README.md
├── CONTRIBUTING.md
├── LICENSE
├── .github/
│ ├── ISSUE_TEMPLATE/
│ │ ├── bug_report.md
│ │ └── skill_proposal.md
│ └── PULL_REQUEST_TEMPLATE.md
├── skills/ ← All sub-skills live here
│ ├── pragmatic-compute-expert/ ← Skill: compute model selection
│ │ ├── SKILL.md ← Skill prompt and decision logic
│ │ └── references/
│ │ └── aws-compute.md ← Detailed reference for Lambda, ECS, EKS
│ ├── pragmatic-db-expert/ ← Skill: database selection
│ │ ├── SKILL.md
│ │ └── references/
│ │ └── aws-databases.md
│ └── pragmatic-messaging-expert/ ← Skill: messaging service selection
│ ├── SKILL.md
│ └── references/
│ └── aws-messaging.md
└── examples/
├── README.md
├── compute/
│ └── startup-lambda-vs-ecs.md
├── database/
│ └── ecommerce-dynamodb-vs-aurora.md
└── messaging/
└── microservices-sqs-vs-eventbridge.md
We welcome new skills, improved decision logic, and updated references. See CONTRIBUTING.md for guidelines.
pragmatic-service-modeling é um plugin para Claude (via Cowork ou Claude Code) que oferece três skills especializadas em decisões de arquitetura AWS. Em vez de retornar uma resposta genérica, cada skill conduz uma entrevista conversacional para entender seu contexto específico e entrega uma recomendação direta e justificada.
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