CtrlK
BlogDocsLog inGet started
Tessl Logo

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

59

Quality

67%

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./skills/412-frameworks-quarkus-panache/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

35%

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

This skill functions primarily as a thin wrapper around a reference file, providing almost no concrete, executable guidance in the body itself. While the structure and progressive disclosure approach are reasonable, the complete absence of code examples, specific patterns, or copy-paste-ready snippets makes it largely non-actionable on its own. The constraints section is repetitive, and the workflow steps are too generic to provide meaningful guidance for the specific Panache operations listed.

Suggestions

Add at least 2-3 concrete, executable code examples directly in the SKILL.md for the most common patterns (e.g., PanacheEntity with @Version, a DTO projection with project(), and a JOIN FETCH query to avoid N+1).

Consolidate the constraints section into 2-3 concise bullets instead of 6 that repeat the same compile-before/verify-after concept.

Make workflow steps specific to Panache operations — e.g., Step 3 could show 'check for find/list calls without JOIN FETCH' or 'verify entities have @Version fields' rather than generic 'Apply framework-aligned changes'.

Add a quick-reference table or cheat sheet of good vs bad patterns (e.g., string concatenation in queries vs parameterized queries) so the skill is useful even without reading the full reference file.

DimensionReasoningScore

Conciseness

The 'What is covered' bullet list is somewhat verbose and reads like a table of contents for the reference file rather than actionable content. The constraints section repeats the same 'compile before/after' idea in 6 different bullet points. However, it avoids explaining what Panache or Hibernate is, which shows some respect for Claude's knowledge.

2 / 3

Actionability

There are no concrete code examples, no executable commands beyond generic 'mvnw compile', and no specific patterns shown. Everything is deferred to the reference file. The skill body describes what to do abstractly ('Apply framework-aligned changes') without showing how.

1 / 3

Workflow Clarity

The workflow has a clear 4-step sequence with a compilation prerequisite and post-verification step, which is good. However, the steps are generic ('Gather scope', 'Apply framework-aligned changes') and lack specific validation checkpoints for the persistence-specific operations described (e.g., no guidance on verifying N+1 fixes, checking optimistic locking behavior, or validating DTO projections).

2 / 3

Progressive Disclosure

The skill correctly references a single external file (references/412-frameworks-quarkus-panache.md) for detailed content, which is good one-level-deep disclosure. However, since no bundle files were provided, we can't verify the reference exists. The main issue is that the SKILL.md itself contains almost no actionable content — it's essentially just a pointer to the reference file with a generic workflow wrapper, meaning the split is too aggressive.

2 / 3

Total

7

/

12

Passed

Description

100%

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

This is a strong, well-crafted skill description that excels across all dimensions. It provides comprehensive specificity with concrete actions and API references, includes abundant natural trigger terms that developers would use, clearly answers both what and when, and occupies a distinct niche in the Quarkus/Panache ecosystem. The only minor weakness is that it's quite dense and verbose, but the information density is justified by the breadth of the skill's capabilities.

DimensionReasoningScore

Specificity

The description lists numerous specific concrete actions and patterns: PanacheEntity/PanacheEntityBase, PanacheRepository, named queries, JPQL, native SQL, DTO projections with project(Class), pagination with Page.of(), N+1 avoidance with JOIN FETCH, optimistic locking with @Version, @NamedQuery, transactions, @TestTransaction, and immutable-friendly patterns.

3 / 3

Completeness

The description clearly answers both 'what' (data access with Quarkus Hibernate ORM Panache including a comprehensive list of capabilities) and 'when' (explicit trigger guidance with 'Use when' at the start and 'This should trigger for requests such as...' with concrete example requests).

3 / 3

Trigger Term Quality

Excellent coverage of natural terms users would say: 'Panache', 'Hibernate ORM', 'Quarkus', 'DTO projections', 'JOIN FETCH', 'pagination', 'optimistic locking', 'N+1', '@Version', 'PanacheEntity', 'PanacheRepository', 'native SQL', 'JPQL'. These are exactly the terms a developer would use when asking about these topics.

3 / 3

Distinctiveness Conflict Risk

Highly distinctive with a clear niche: Quarkus Hibernate ORM Panache specifically for relational persistence. The mention that it's 'the Quarkus analogue to Spring Data' helps distinguish it from Spring-based skills. The specific technology stack (Quarkus + Panache + Hibernate ORM) makes conflicts with other skills very unlikely.

3 / 3

Total

12

/

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.

Validation11 / 11 Passed

Validation for skill structure

No warnings or errors.

Repository
jabrena/cursor-rules-java
Reviewed

Table of Contents

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.