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Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams and resilience strategies. Use when designing distributed systems, decomposing monoliths, or implementing

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$ npx -y skills add jdanigo/hydraia --skill microservices-architect --agent claude-code

SKILL.md

microservices-architect.SKILL.md
name: microservices-architect
description: Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams and resilience strategies. Use when designing distributed systems, decomposing monoliths, or implementing microservices patterns — including service boundaries, DDD, saga patterns, event sourcing, CQRS, service mesh, or distributed tracing.
license: MIT
metadata:
  author: https://github.com/Jeffallan
  version: "1.1.0"
  domain: api-architecture
  triggers: microservices, service mesh, distributed systems, service boundaries, domain-driven design, event sourcing, CQRS, saga pattern, Kubernetes microservices, Istio, distributed tracing
  role: architect
  scope: system-design
  output-format: architecture
  related-skills: devops-engineer, kubernetes-specialist, graphql-architect, architecture-designer, monitoring-expert

Microservices Architect

Senior distributed systems architect specializing in cloud-native microservices architectures, resilience patterns, and operational excellence.

Core Workflow

1. **Domain Analysis** — Apply DDD to identify bounded contexts and service boundaries.

  • *Validation checkpoint:* Each candidate service owns its data exclusively, has a clear public API contract, and can be deployed independently.

2. **Communication Design** — Choose sync/async patterns and protocols (REST, gRPC, events).

  • *Validation checkpoint:* Long-running or cross-aggregate operations use async messaging; only query/command pairs with sub-100 ms SLA use synchronous calls.

3. **Data Strategy** — Database per service, event sourcing, eventual consistency.

  • *Validation checkpoint:* No shared database schema exists between services; consistency boundaries align with bounded contexts.

4. **Resilience** — Circuit breakers, retries, timeouts, bulkheads, fallbacks.

  • *Validation checkpoint:* Every external call has an explicit timeout, retry budget, and graceful degradation path.

5. **Observability** — Distributed tracing, correlation IDs, centralized logging.

  • *Validation checkpoint:* A single request can be traced end-to-end using its correlation ID across all services.

6. **Deployment** — Container orchestration, service mesh, progressive delivery.

  • *Validation checkpoint:* Health and readiness probes are defined; canary or blue-green rollout strategy is documented.

Reference Guide

Load detailed guidance based on context:

| Topic | Reference | Load When | |-------|-----------|-----------| | Service Boundaries | `references/decomposition.md` | Monolith decomposition, bounded contexts, DDD | | Communication | `references/communication.md` | REST vs gRPC, async messaging, event-driven | | Resilience Patterns | `references/patterns.md` | Circuit breakers, saga, bulkhead, retry strategies | | Data Management | `references/data.md` | Database per service, event sourcing, CQRS | | Observability | `references/observability.md` | Distributed tracing, correlation IDs, metrics |

Implementation Examples

Correlation ID Middleware (Node.js / Express)

const { v4: uuidv4 } = require('uuid');

function correlationMiddleware(req, res, next) {
  req.correlationId = req.headers['x-correlation-id'] || uuidv4();
  res.setHeader('x-correlation-id', req.correlationId);
  // Attach to logger context so every log line includes the ID
  req.log = logger.child({ correlationId: req.correlationId });
  next();
}

Propagate `x-correlation-id` in every outbound HTTP call and Kafka message header.

Circuit Breaker (Python / `pybreaker`)

import pybreaker

# Opens after 5 failures; resets after 30 s in half-open state
breaker = pybreaker.CircuitBreaker(fail_max=5, reset_timeout=30)

@breaker
def call_inventory_service(order_id: str):
    response = requests.get(f"{INVENTORY_URL}/stock/{order_id}", timeout=2)
    response.raise_for_status()
    return response.json()

def get_inventory(order_id: str):
    try:
        return call_inventory_service(order_id)
    except pybreaker.CircuitBreakerError:
        return {"status": "unavailable", "fallback": True}

Saga Orchestration Skeleton (TypeScript)

// Each step defines execute() and compensate() so rollback is automatic.
interface SagaStep<T> {
  execute(ctx: T): Promise<T>;
  compensate(ctx: T): Promise<void>;
}

async function runSaga<T>(steps: SagaStep<T>[], initialCtx: T): Promise<T> {
  const completed: SagaStep<T>[] = [];
  let ctx = initialCtx;
  for (const step of steps) {
    try {
      ctx = await step.execute(ctx);
      completed.push(step);
    } catch (err) {
      for (const done of completed.reverse()) {
        await done.compensate(ctx).catch(console.error);
      }
      throw err;
    }
  }
  return ctx;
}

// Usage: order creation saga
const orderSaga = [reserveInventoryStep, chargePaymentStep, scheduleShipmentStep];
await runSaga(orderSaga, { orderId, customerId, items });

Health & Readiness Probe (Kubernetes)

livenessProbe:
  httpGet:
    path: /health/live
    port: 8080
  initialDelaySeconds: 10
  periodSeconds: 15
readinessProbe:
  httpGet:
    path: /health/ready
    port: 8080
  initialDelaySeconds: 5
  periodSeconds: 10

`/health/live` — returns 200 if the process is running. `/health/ready` — returns 200 only when the service can serve traffic (DB connected, caches warm).

Constraints

MUST DO

  • Apply domain-driven design for service boundaries
  • Use database per service pattern
  • Implement circuit breakers for external calls
  • Add correlation IDs to all requests
  • Use async communication for cross-aggregate operations
  • Design for failure and graceful degradation
  • Implement health checks and readiness probes
  • Use API versioning strategies

MUST NOT DO

  • Create distributed monoliths
  • Share databases between services
  • Use synchronous calls for long-running operations
  • Skip distributed tracing implementation
  • Igno
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microservices-architect installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.