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412-frameworks-quarkus-panache

Use when you need data access with Quarkus Hibernate ORM Panache — including PanacheEntity / PanacheEntityBase, PanacheRepository, named queries, JPQL, native SQL, DTO projections (project(Class)), pagination (Page.of()), N+1 avoidance (JOIN FETCH), optimistic locking (@Version / OptimisticLockException), @NamedQuery for validated reusable queries, transactions, @TestTransaction for test isolation, and immutable-friendly patterns. This is the Quarkus analogue to Spring Data for relational persistence. This should trigger for requests such as 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. Part of cursor-rules-java project

72

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

85%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-structured, lean overview skill with strong workflow validation and clean one-level-deep progressive disclosure. Its weakness is actionability: the body's implementation steps are abstract and delegate all concrete Panache code to the reference.

Suggestions

Add one minimal, executable Panache snippet (e.g., a PanacheEntity with a named query or a JOIN FETCH example) so the body is self-sufficient for the most common case.

Tighten workflow steps 2-3 from 'Implement or refactor ... following the reference patterns' to a concrete instruction naming the specific pattern to apply.

DimensionReasoningScore

Conciseness

The body is lean and assumes Claude's competence — it never explains what Quarkus or Panache is, and the 'What is covered' list is a tight bullet enumeration rather than padded prose, so every token earns its place.

3 / 3

Actionability

Concrete executable commands are present ('./mvnw compile', 'mvn clean verify'), but the core implementation guidance is abstract — 'Implement or refactor configuration/code following the reference patterns and project conventions' describes rather than instructs, leaving the actual Panache code patterns entirely to the reference.

2 / 3

Workflow Clarity

The four-step workflow is clearly sequenced with explicit validation checkpoints: compile before ('MANDATORY'), 'If compilation fails, stop immediately', and 'VERIFY' after — a proper validate-then-proceed feedback loop.

3 / 3

Progressive Disclosure

The body is an overview that points one level deep to a single, clearly signaled, confirmed-existing reference (references/412-frameworks-quarkus-panache.md), with content appropriately split into organized sections.

3 / 3

Total

11

/

12

Passed

Description

90%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A richly specific, well-triggered, and clearly scoped description that answers both what and when. Its only meaningful flaw is the second-person 'you need' voice, which the rubric penalizes on specificity.

Suggestions

Rephrase in third person to avoid the second-person 'you' (e.g., 'Use when data access with Quarkus Hibernate ORM Panache is needed...') to preserve the specificity score.

The 'Part of cursor-rules-java project' trailer adds little trigger value and could be trimmed for conciseness.

DimensionReasoningScore

Specificity

The description lists many concrete capabilities ('DTO projections (project(Class))', 'pagination (Page.of())', 'N+1 avoidance (JOIN FETCH)', 'optimistic locking (@Version / OptimisticLockException)'), which would rate 3, but the second-person phrasing 'Use when you need data access' violates the third-person-voice rule and reduces specificity by one per the judging guidelines.

2 / 3

Completeness

It explicitly answers both 'what' (data access with Quarkus Hibernate ORM Panache including the enumerated features) and 'when' via both a 'Use when...' clause and an explicit 'This should trigger for requests such as...' list.

3 / 3

Trigger Term Quality

It includes natural request phrasings a user would actually say, such as 'Review Panache entities or repositories in Quarkus', 'Fix N+1 query problems', and 'Add DTO projections, JOIN FETCH, pagination, or optimistic locking', giving good coverage of likely trigger terms.

3 / 3

Distinctiveness Conflict Risk

The niche is sharply scoped to Quarkus Hibernate ORM Panache and explicitly positioned as 'the Quarkus analogue to Spring Data', making it unlikely to trigger for unrelated persistence skills.

3 / 3

Total

11

/

12

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
jabrena/cursor-rules-java
Reviewed

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