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 rrezartprebreza/spring-boot-skills --skill webflux-reactive-patternsgit clone --depth 1 https://github.com/rrezartprebreza/spring-boot-skillsWrote 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/rrezartprebreza/spring-boot-skills/webflux-reactive-patterns)<a href="https://agentmods.dev/skills/rrezartprebreza/spring-boot-skills/webflux-reactive-patterns"><img src="https://agentmods.dev/badge/skills/rrezartprebreza/spring-boot-skills/webflux-reactive-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/rrezartprebreza/spring-boot-skills/webflux-reactive-patterns"><img src="https://agentmods.dev/badge/skills/rrezartprebreza/spring-boot-skills/webflux-reactive-patterns.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00056 | $0.00468 |
| Opus 5 | $0.00028 | $0.00234 |
| Sonnet 5 | $0.00011 | $0.00094 |
| Haiku 4.5 | $0.00006 | $0.00047 |
Grade A, and why
webflux-reactive-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 11d 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.
What it actually says
WebFlux Reactive Patterns
Use WebFlux when the complete request path can benefit from non-blocking I/O.
Pipeline rules
- Return
MonoorFlux; do not callsubscribe()in request-handling code. - Compose work with
map,flatMap,concatMap, andzipaccording to ordering requirements. - Keep blocking JDBC, filesystem, and legacy SDK calls out of event-loop threads.
- Isolate unavoidable blocking calls on
boundedElasticat the narrow adapter boundary. - Apply timeouts at remote-call boundaries and preserve cancellation.
Context and errors
- Put request-scoped metadata in Reactor
Context, notThreadLocal. - Translate domain failures centrally without swallowing cancellation or infrastructure errors.
- Use
onErrorResumeonly when a defined fallback exists. - Avoid
onErrorContinue; it makes partial processing hard to reason about.
Persistence and streaming
- Use R2DBC for reactive database access; JDBC makes the pipeline blocking.
- Bound concurrency for fan-out operations.
- Define backpressure and buffering limits for streaming endpoints.
- Avoid collecting an unbounded
Fluxinto memory.
Testing
- Use
StepVerifierfor publisher behavior andWebTestClientfor HTTP contracts. - Test cancellation, timeout, empty results, errors, ordering, and backpressure.
- Enable blocking-call detection in tests when the project supports it.
Examples
- See
examples/good-reactive-service.javaandexamples/bad-reactive-service.java.
Gotchas
- Agent calls
block()in a controller or service - keep the full request path non-blocking. - Agent calls
subscribe()manually - the web runtime owns subscription. - Agent stores tenant or security data in
ThreadLocal- use ReactorContext. - Agent uses unbounded
flatMap- set concurrency according to downstream capacity. - Agent wraps JDBC in
Mono.just- that still blocks the caller thread.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 52 lines · 56 tokens per session scan A f8b877b6b788
webflux-reactive-patterns is a skill published in the GitHub repository rrezartprebreza/spring-boot-skills (260 stars, last pushed 3d ago), licensed MIT. It adds 56 tokens to every session and 468 once invoked, about $0.0003 per session on Opus 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 2026-08-30.
Other skills, from other repositories
spring-boot-patterns
Spring Boot best practices and patterns. Use when creating controllers, services or repositories, or when the user asks about Spring Boot layering, wiring, configuration or exception handling. For JPA and Hibernate behaviour, use jpa-patterns instead.
spring-cloud-openfeign
Declarative HTTP client for microservices communication with Spring Cloud OpenFeign. Covers @FeignClient, error handling, interceptors, and circuit breaker integration. USE WHEN: user mentions "feign", "openfeign", "@FeignClient", "declarative HTTP client", "service-to-service communication", "microservices client" DO…
spring-boot
Spring Boot 3 Java framework with enterprise patterns. Covers REST controllers, services, repositories, JPA entities, MapStruct mappers, Lombok, JWT security, Flyway migrations, and global exception handling. USE WHEN: user mentions "Spring Boot", "REST API", "enterprise Java", asks about "controller patterns"…
spring-hateoas
Spring HATEOAS for building hypermedia-driven RESTful APIs. Covers EntityModel, CollectionModel, RepresentationModelAssembler, HAL, and affordances. USE WHEN: user mentions "HATEOAS", "hypermedia", "HAL", "EntityModel", "CollectionModel", "RepresentationModelAssembler", "Richardson Maturity Level 3" DO NOT USE FOR…
spring-rest-endpoint
Scaffold a Spring Web REST endpoint correct-by-default — controller + request/ response DTOs + service method + mapper. Never exposes a JPA entity (satisfies the entity-in-controller guardrail). Request bodies are @Valid DTOs. Trigger phrases: "add endpoint", "scaffold rest controller", "new REST endpoint", "create…
rest-error-handler
Scaffold a global REST error contract — a @RestControllerAdvice that maps every exception to an RFC 7807 ProblemDetail (Spring 6): validation errors → 400 with field details, a domain NotFoundException → 404, and a fallback 500 that never leaks stack traces. This is the fix the entity-in-controller / error-contract…