Development
412-frameworks-quarkus-panache - Claude MCP Skill
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; Improve Panache active record versus repository design. Part of Plinth Toolkit
SEO Guide: Enhance your AI agent with the 412-frameworks-quarkus-panache tool. This Model Context Protocol (MCP) server allows Claude Desktop and other LLMs to use when you need data access with quarkus hibernate orm panache — including panacheentity / panache... Download and configure this skill to unlock new capabilities for your AI workflow.
Documentation
SKILL.md# 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 `@411` for 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 compile` or `mvn compile` before 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 verify` or `mvn clean verify` after 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 1. **Read reference and assess project context** Read `references/412-frameworks-quarkus-panache.md` and inspect the current project setup before proposing changes. 2. **Gather scope and decide target improvements** Identify requested outcomes, constraints, and the minimum safe set of changes to apply. 3. **Apply framework-aligned changes** Implement or refactor configuration/code following the reference patterns and project conventions. 4. **Run verification and report results** Execute appropriate build/tests and summarize what changed, what was verified, and any follow-up actions. ## Reference For detailed guidance, examples, and constraints, see [references/412-frameworks-quarkus-panache.md](references/412-frameworks-quarkus-panache.md).
Signals
Information
- Repository
- jabrena/cursor-rules-java
- Author
- jabrena
- Last Sync
- 9/5/2026
- Repo Updated
- 9/4/2026
- Created
- 3/25/2026
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