412-frameworks-quarkus-panache SKILL.md skillA
412-frameworks-quarkus-panache from jabrena/plinth is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jabrena/plinth/412-frameworks-quarkus-panache@v0.19.0Pins v0.19.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jabrena/plinth
- Path
skills/412-frameworks-quarkus-panache/SKILL.md- Versions recorded
- 6
- Latest version
- v0.19.0, committed Sep 26, 2026
- First version recorded
- Apr 26, 2026
- Size
- 3,731 bytes
- Repository stars
- 461
- License
- Apache-2.0
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…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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 …
Read the whole file at its exact version.
How to install
mdr add jabrena/plinth/412-frameworks-quarkus-panache@sha256:10143ff8b92f1ffdThe line at the top of this page pins the label v0.19.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_l55bng5d6igpa2pa)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Apr 26, 2026 and Sep 26, 2026, about one every 31 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.19.0 latest | 2026-09-26 | 9569c35 | 3,731 B | A | view · diff |
| v0.18.0 | 2026-08-01 | 26b0e71 | 3,731 B | A | view · diff |
| v0.17.0 | 2026-07-10 | aaee915 | 3,731 B | A | view · diff |
| v0.16.0 | 2026-06-15 | b73c9d3 | 3,629 B | A | view · diff |
| v0.15.0 | 2026-05-29 | a800339 | 3,629 B | A | view · diff |
| v0.15.0-SNAPSHOT | 2026-04-26 | 819f349 | 3,638 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3731 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
jabrena/plinth · 461 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_l55bng5d6igpa2pa GET https://markdownregistry.com/api/v1/resolve?ref=jabrena/plinth/412-frameworks-quarkus-panache GET https://markdownregistry.com/api/v1/blob/10143ff8b92f1ffd500d56449374ab05412c201cce24dd71a750be6444933927
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.