Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Ashfaqbs/software-dev-ai-claude-toolkit --skill kafka-patternsgit clone --depth 1 https://github.com/Ashfaqbs/software-dev-ai-claude-toolkitWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ashfaqbs/software-dev-ai-claude-toolkit/kafka-patterns)<a href="https://agentmods.dev/skills/ashfaqbs/software-dev-ai-claude-toolkit/kafka-patterns"><img src="https://agentmods.dev/badge/skills/ashfaqbs/software-dev-ai-claude-toolkit/kafka-patterns/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ashfaqbs/software-dev-ai-claude-toolkit/kafka-patterns"><img src="https://agentmods.dev/badge/skills/ashfaqbs/software-dev-ai-claude-toolkit/kafka-patterns.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00041 | $0.01074 |
| Opus 5.5 | $0.00016 | $0.00430 |
| Sonnet 5.5 | $0.00008 | $0.00215 |
| Haiku 4.5 | $0.00004 | $0.00107 |
Grade A, and why
kafka-patterns scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 127 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Kafka Patterns (Spring Kafka)
Concrete implementations of the conventions in rules/infra.md: topic naming, manual commits, idempotent consumers, and dead letter topics.
When to Activate
- Adding a
@KafkaListenerconsumer or aKafkaTemplateproducer - Designing a new topic or partition key
- Handling consumer failures without losing or duplicating messages
- Setting up a dead letter topic for a consumer group
Producer
@Service
public class OrderEventProducer {
private final KafkaTemplate<String, OrderCancelledEvent> kafkaTemplate;
public OrderEventProducer(KafkaTemplate<String, OrderCancelledEvent> kafkaTemplate) {
this.kafkaTemplate = kafkaTemplate;
}
public void publishCancelled(Order order) {
// Partition key = orderId keeps every event for one order in the same
// partition, so a consumer sees them in order.
String topic = "orders.order.cancelled";
OrderCancelledEvent event = OrderCancelledEvent.from(order);
kafkaTemplate.send(topic, order.getId().toString(), event)
.whenComplete((result, ex) -> {
if (ex != null) {
log.error("Failed to publish {} for order {}", topic, order.getId(), ex);
}
});
}
}
Consumer with Manual Commit + Idempotency
@Component
public class OrderCancelledConsumer {
private final ProcessedEventRepository processedEvents;
private final InventoryService inventoryService;
public OrderCancelledConsumer(ProcessedEventRepository processedEvents, InventoryService inventoryService) {
this.processedEvents = processedEvents;
this.inventoryService = inventoryService;
}
@KafkaListener(topics = "orders.order.cancelled", groupId = "inventory-service")
public void handle(ConsumerRecord<String, OrderCancelledEvent> record, Acknowledgment ack) {
String eventId = record.key() + ":" + record.offset();
// Idempotency guard: at-least-once delivery means this handler can run
// more than once for the same record. Check-then-insert on a unique
// constraint, not a plain SELECT, to survive concurrent redelivery.
if (processedEvents.existsById(eventId)) {
ack.acknowledge();
return;
}
try {
inventoryService.rollback(record.value().orderId());
processedEvents.save(new ProcessedEvent(eventId, Instant.now()));
ack.acknowledge();
} catch (Exception ex) {
log.error("Failed to process cancellation for order {}", record.value().orderId(), ex);
// Do not acknowledge — the record will be redelivered. A retry
// policy + dead letter topic (below) bounds how many times.
}
}
}
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 127 lines · 41 tokens per session scan A e8d147170a4e
kafka-patterns is a skill published in the GitHub repository Ashfaqbs/software-dev-ai-claude-toolkit (27 stars, last pushed 1mo ago), licensed MIT. It adds 41 tokens to every session and 1,074 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-14.
Other skills, from other repositories
spring-boot-idioms
Spring Boot 3.x framework patterns: constructor-based DI, Spring Data JPA, REST controllers with RFC 7807 error handling, Actuator observability, and slice testing. Use when building or maintaining Spring Boot microservices. Pair with java-idioms.
java-architect
Use when building enterprise Java applications with Spring Boot 3.x, microservices, or reactive programming. Invoke for WebFlux, JPA optimization, Spring Security, cloud-native patterns.
spring-boot-engineer
Use when building Spring Boot 3.x applications, microservices, or reactive Java applications. Invoke for Spring Data JPA, Spring Security 6, WebFlux, Spring Cloud integration.
spring-boot-patterns
Spring Boot patterns including stereotype annotations, dependency injection, profiles, configuration properties, and actuator endpoints. Use when the user is building Spring Boot applications, configuring dependency injection, setting up profiles for different environments, using @ConfigurationProperties, or enabling…
java-expert
Use this skill when writing or reviewing Java code. Covers modern Java (17+), Spring Boot patterns, JPA/Hibernate, Maven/Gradle, testing with JUnit 5, security patterns, and production-grade enterp...
springboot-patterns
Spring Boot architecture patterns, REST API design, layered services, data access, caching, async processing, and logging. Use for Java Spring Boot backend work.