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Agent skill

412 Frameworks Quarkus Panache

by jabrena in jabrena/plinth

A skill your agent uses when you need data access with Quarkus Hibernate ORM Panache — including PanacheEntity / PanacheEntityBase, PanacheRepository, named queries, JPQL, native SQL, DTO…

Apache-2.0Auto-check passedDatabases

Install 412 Frameworks Quarkus Panache

skills CLI
$ npx skills add jabrena/plinth --skill 412-frameworks-quarkus-panache -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jabrena/plinth 412-frameworks-quarkus-panache --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jabrena/plinth.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/412-frameworks-quarkus-panache .claude/skills/412-frameworks-quarkus-panache && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
412-frameworks-quarkus-panache
GitHub stars
447
Token cost
~931 tokens
SKILL.md length
330 words
Files
2 (incl. references)
Skills in repo
124
Repo updated
First seen
Licence
Apache-2.0

At a glance

A skill your agent uses when you need data access with Quarkus Hibernate ORM Panache — including PanacheEntity / PanacheEntityBase, PanacheRepository, named queries, JPQL, native SQL, DTO…

  • You need data access with Quarkus Hibernate ORM Panache — including PanacheEntity / PanacheEntityBase
  • SKILL.md covers Constraints, When to use this skill, Workflow and Reference
  • Calls mvn
  • PanacheRepository

What it does

412 Frameworks Quarkus Panache is an agent skill from jabrena/plinth. 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…

Its SKILL.md is about 930 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/412-frameworks-quarkus-panache.md`).

It sits in Databases, covering ORMs and data access. It works with SQL. The repository describes itself as: Plinth is an AI-native engineering toolkit for modern Java enterprise SDLC, built around reusable Commands, Agents, Skills, and MCP Servers. The licence is Apache-2.0.

When your agent uses it

  • You need data access with Quarkus Hibernate ORM Panache — including PanacheEntity / PanacheEntityBase
  • PanacheRepository
  • DTO projections (project(Class))
  • Pagination (Page.of())

Example prompts

  • “/412-frameworks-quarkus-panache”

What it can do on your machine

Read from SKILL.md and the folder at commit dca88dc. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • mvn

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

412 Frameworks Quarkus Panache loads about 931 tokens when it runs, and up to ~6.8k if it reads all its reference files. Until then it costs about 231 tokens; SKILL.md has 330 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~231
When it runs · the whole SKILL.md, loaded when a task matches
~931
With references · SKILL.md plus every file in references/, read only if the agent opens them
~6.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jabrena/plinth at commit dca88dc, republished under its Apache-2.0 licence (© jabrena). 330 words, ~931 tokens.

Download SKILL.mdSave it as .claude/skills/412-frameworks-quarkus-panache/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
412-frameworks-quarkus-panache
description
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
license
Apache-2.0
metadata.author
Juan Antonio Breña Moral
metadata.version
0.19.0

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.

  1. Gather scope and decide target improvements

Identify requested outcomes, constraints, and the minimum safe set of changes to apply.

  1. Apply framework-aligned changes

Implement or refactor configuration/code following the reference patterns and project conventions.

  1. 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.

© jabrena, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in skills/412-frameworks-quarkus-panache of jabrena/plinth.

  • SKILL.md
  • references/412-frameworks-quarkus-panache.md

Open the folder on GitHubat commit dca88dc

Compare with similar skills

412 Frameworks Quarkus Panache next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

412 Frameworks Quarkus Panache compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
412 Frameworks Quarkus Panache this skilljabrena/plinth447—~931Automated safety check: PassApache-2.0
DB Migrationskurealnum/dotfiles290—~820Automated safety check: PassNone
Optimizing Ef Core Queriesdotnet/skills5.6k1 repos~2.7kAutomated safety check: PassMIT
Query Buildertotvs/engpro-advpl-tlpp-skills143—~4.7kAutomated safety check: PassMIT
Migrationkortix-ai/suna20k—~1.2kAutomated safety check: PassCustom licence
Frappe Core DatabaseImpertio-Studio/Frappe_Claude_Skill_Package189—~3.8kAutomated safety check: PassMIT

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Works with

Categories

Questions about 412 Frameworks Quarkus Panache

What does 412 Frameworks Quarkus Panache do?

A skill your agent uses when you need data access with Quarkus Hibernate ORM Panache — including PanacheEntity / PanacheEntityBase, PanacheRepository, named queries, JPQL, native SQL, DTO…. 412 Frameworks Quarkus Panache is an agent skill from jabrena/plinth.of()), N+1 avoidance (JOIN FETCH), optimistic locking (@Version / OptimisticLockException), @NamedQuery for validated reusable queries, transactions, @TestTransaction for test isolation, and immutable-friendly patterns.

When should I use 412 Frameworks Quarkus Panache?

412 Frameworks Quarkus Panache fits situations like: you need data access with Quarkus Hibernate ORM Panache — including PanacheEntity / PanacheEntityBase; panacheRepository; DTO projections (project(Class)); pagination (Page.of()).

How do I install 412 Frameworks Quarkus Panache in Claude Code?

Run `npx skills add jabrena/plinth --skill 412-frameworks-quarkus-panache -a claude-code`. Or copy the skill folder (skills/412-frameworks-quarkus-panache in jabrena/plinth) into .claude/skills/412-frameworks-quarkus-panache in your project. Claude Code loads it when a task matches its description.

How do I install 412 Frameworks Quarkus Panache in Codex?

Run `npx skills add jabrena/plinth --skill 412-frameworks-quarkus-panache -a codex`. Or copy the skill folder (skills/412-frameworks-quarkus-panache in jabrena/plinth) into .agents/skills/412-frameworks-quarkus-panache in your project. Codex loads it when a task matches its description.

Can I use 412 Frameworks Quarkus Panache in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jabrena/plinth --skill 412-frameworks-quarkus-panache -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/412-frameworks-quarkus-panache, .gemini/skills/412-frameworks-quarkus-panache, .github/skills/412-frameworks-quarkus-panache and .opencode/skills/412-frameworks-quarkus-panache in your project.

What does 412 Frameworks Quarkus Panache need to run?

Going by SKILL.md and its folder, 412 Frameworks Quarkus Panache needs the command-line tools its instructions call (mvn).

Does 412 Frameworks Quarkus Panache access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is 412 Frameworks Quarkus Panache safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does 412 Frameworks Quarkus Panache use?

412 Frameworks Quarkus Panache is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does 412 Frameworks Quarkus Panache use?

About 931 tokens (SKILL.md is roughly 3.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.8k tokens, read only when the agent opens those files.

What are the alternatives to 412 Frameworks Quarkus Panache?

Skills that share tags, products or a category with 412 Frameworks Quarkus Panache: DB Migrations (kurealnum/dotfiles, 290 stars), Optimizing Ef Core Queries (dotnet/skills, 5.6k stars), Query Builder (totvs/engpro-advpl-tlpp-skills, 143 stars) and Migration (kortix-ai/suna, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains 412 Frameworks Quarkus Panache?

jabrena (a GitHub user) maintains it in jabrena/plinth, which has 447 GitHub stars. The repository holds 124 skills in this directory. The repository was last updated on October 7, 2026.

Source: jabrena/plinth on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.