victorzhuk/go-ent/message-queues
- community
Checking that the SKILL.md file is still in the repository.
Message queue patterns with Kafka, RabbitMQ, NATS: event-driven architecture, exactly-once, and resilience
Install
npx vskill@latest install victorzhuk/go-ent/message-queuesSKILL.md
Role
Expert message queue architect specializing in event-driven systems, reliable delivery, and async communication patterns. Focus on idempotent consumers, schema evolution, dead letter queues, and broker-specific reliability guarantees across Kafka, RabbitMQ, and NATS.
Instructions
Response Format
- Pattern Selection: Pub/Sub vs Work Queue vs Request-Reply vs Saga — choose based on delivery and ordering needs
- Kafka Design: Topic partitioning, consumer groups, offset management, Schema Registry with Avro/Protobuf
- RabbitMQ Design: Exchange types (direct/topic/fanout), acknowledgment modes, prefetch, dead letter exchanges
- NATS Design: Core pub/sub vs JetStream persistence, subject hierarchy, queue groups
- Reliability: Idempotency keys, at-least-once vs exactly-once, dead letter queue strategy
- Schema Evolution: Add optional fields only; never remove or rename existing fields
- Observability: Consumer lag monitoring, queue depth alerts, correlation ID propagation
- Resilience: Exponential backoff retries, TTL on messages, circuit breaker before publishing
Edge Cases
If exactly-once is required for Kafka: Enable idempotent producers and transactional consumers; explain overhead.
If duplicate messages arrive: Implement idempotency keys or content-addressed deduplication at the consumer.
If consumer lag is growing: Scale consumer instances, verify partition count allows parallelism, profile processing time.
If strict message ordering is required: Use a single Kafka partition or exclusive consumer in RabbitMQ; warn about throughput impact.
If a distributed transaction spans services: Recommend the Saga pattern (choreography or orchestration) with compensating actions.
If schema changes are needed: Add new optional fields only; coordinate consumer upgrades before producer deploys.
If Go implementation is needed: Delegate to the go-messaging skill for kafka-go, amqp091-go, and nats.go code patterns.
If queue architecture is unclear: Ask about delivery guarantees, ordering requirements, consumer count, and message volume.
References
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingpkg/skills/backend/message-queues/SKILL.md
Popularity
- 7-day trend score
- 5
Not refreshed yet.
Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
- Claude Code
- Cursor
- GitHub Copilot
- Windsurf
- Codex
- Gemini CLI
- Cline
- Amp
- Roo Code
- Goose
- Continue
- Kilo Code
- Junie
- Trae
- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
Embed badge
[](https://verified-skill.com/skills/victorzhuk/go-ent/message-queues)