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 jabrena/plinth --skill 412-frameworks-quarkus-panachegit clone --depth 1 https://github.com/jabrena/plinthWrote 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/jabrena/plinth/412-frameworks-quarkus-panache)<a href="https://agentmods.dev/skills/jabrena/plinth/412-frameworks-quarkus-panache"><img src="https://agentmods.dev/badge/skills/jabrena/plinth/412-frameworks-quarkus-panache/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/jabrena/plinth/412-frameworks-quarkus-panache"><img src="https://agentmods.dev/badge/skills/jabrena/plinth/412-frameworks-quarkus-panache.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 | $0.00189 | $0.00803 |
| Opus 5 | $0.00095 | $0.00402 |
| Sonnet 5 | $0.00038 | $0.00161 |
| Haiku 4.5 | $0.00019 | $0.00080 |
Grade A, and why
412-frameworks-quarkus-panache 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 7d 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 — 69 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Hibernate ORM with Panache
Apply Panache patterns for Hibernate ORM in Quarkus.
What is covered in this Skill?
- Active record (PanacheEntity) vs PanacheRepository — when to use each
- Parameterized JPQL / Panache queries: positional (?1) and named (:param) — no unsafe concatenation
- @NamedQuery on entities for reusable, build-time validated queries
- DTO projections with project(Class) to avoid exposing managed entities
- Pagination with Page.of(pageIndex, pageSize) and query.count()
- N+1 avoidance with JOIN FETCH in JPQL queries
- Optimistic locking with @Version and handling OptimisticLockException
- @Transactional application services
- @TestTransaction for automatic rollback in @QuarkusTest tests
- Mapping entities vs exposing DTOs at REST boundaries
- Native queries via Hibernate when you want controlled SQL in the same transaction; pairing with
@411for JDBC when bypassing Hibernate at the boundary
Scope: Apply recommendations based on the reference rules and good/bad code examples.
Constraints
Compile before persistence changes; verify after.
- MANDATORY: Run
./mvnw compileormvn compilebefore applying any change - PREREQUISITE: Project must compile before applying Panache improvements
- SAFETY: If compilation fails, stop immediately
- BLOCKING CONDITION: Compilation errors must be resolved by the user before proceeding
- VERIFY: Run
./mvnw clean verifyormvn clean verifyafter applying improvements - BEFORE APPLYING: Read the reference for detailed rules and examples
When to use this skill
- Review Panache entities or repositories in Quarkus
- Improve Hibernate ORM data access with Panache
- Add DTO projections, JOIN FETCH, pagination, or optimistic locking to Panache queries
- Fix N+1 query problems or add @Version concurrency control in Quarkus Panache
- Improve Panache active record versus repository design
Workflow
- Read reference and assess project context
Read references/412-frameworks-quarkus-panache.md and inspect the current project setup before proposing changes.
What ships with it
1 file 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.
- 7d ago First seen · 69 lines · 189 tokens per session scan A a32a012307a5
412-frameworks-quarkus-panache is a skill published in the GitHub repository jabrena/plinth (438 stars, last pushed yesterday), licensed Apache-2.0. It adds 189 tokens to every session and 803 once invoked, about $0.0009 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 2026-09-03.
Other skills, from other repositories
jpa-patterns
JPA/Hibernate patterns and common pitfalls (N+1, lazy loading, transactions, queries). Use when user has JPA performance issues, LazyInitializationException, or asks about entity relationships and fetching strategies.
ecto-patterns
Ecto patterns — schemas, changesets, queries, migrations, Multi, associations, preloads, upserts. Use when editing Repo calls, Ecto.Query, or schema fields. Skip for Ash.
spring-data-jpa
Use when designing or implementing Spring Data JPA on Spring Boot 4 — repository boundaries, projections, query patterns, custom repositories, CQRS read models, entity relationships, or persistence performance fixes. Not for generic SQL help, database admin work, or project-wide migration (see the springboot-migration…
create-doctrine-repository
Create the repository in the Adapter layer. This is the ONLY class that touches the database — all handlers delegate to it. Covers multistore patterns with ShopConstraint when the entity requires it. Trigger: "create repository for {Domain}".
azure-cosmos-java
Azure Cosmos DB SDK for Java. NoSQL database operations with global distribution, multi-model support, and reactive patterns. Triggers: "CosmosClient java", "CosmosAsyncClient", "cosmos database java", "cosmosdb java", "document database java".
test-quality
Write high-quality JUnit 5 tests with AssertJ assertions. Use when user says "add tests", "write tests", "improve test coverage", or when reviewing/creating test classes for Java code.