jpa-patterns

jpa-patterns is a skill for Claude Code, Codex from hashgraph-online/awesome-codex-plugins. It costs 33 tokens per session (1,023 once invoked), scanned A, a copy of jpa-patterns, Apache-2.0.

A guide to JPA and Hibernate patterns for Spring Boot applications. JPA is a Java standard for mapping application objects to database tables, and Hibernate is a tool that implements it.

In plain words
What is it for?
Use it to design entities and relationships, write repositories and queries, add auditing or soft deletes, configure pagination, and tune indexes, caching, or connection pools.
Why use it?
It helps avoid common data-modeling and database-performance problems, such as inefficient relationship queries and poorly configured transactions.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to design entities and relationships, write repositories and queries, add auditing or soft deletes, configure pagination, and tune indexes, caching, or connection pools.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/hashgraph-online/awesome-codex-plugins/jpa-patterns
About the project

Awesome Codex Plugins is a curated catalogue and marketplace of installable plugins, skills, and related resources for OpenAI Codex and ChatGPT. It helps people find, create, validate, and submit extensions for Codex workflows across its app, command-line interface, and IDE extensions. The catalogue add-ons are the plugins, skills, agents, and hooks listed or supported by this project.

hashgraph-online/awesome-codex-plugins · 1,517 stars · on GitHub · hol.org

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add hashgraph-online/awesome-codex-plugins --skill jpa-patterns
Clone the repo
git clone --depth 1 https://github.com/hashgraph-online/awesome-codex-plugins

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for jpa-patterns

README.md
[![agentmods](https://agentmods.dev/badge/skills/hashgraph-online/awesome-codex-plugins/jpa-patterns/github.svg)](https://agentmods.dev/skills/hashgraph-online/awesome-codex-plugins/jpa-patterns)
Your own site
<a href="https://agentmods.dev/skills/hashgraph-online/awesome-codex-plugins/jpa-patterns"><img src="https://agentmods.dev/badge/skills/hashgraph-online/awesome-codex-plugins/jpa-patterns/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for jpa-patterns

Your own site · 80×15
<a href="https://agentmods.dev/skills/hashgraph-online/awesome-codex-plugins/jpa-patterns"><img src="https://agentmods.dev/badge/skills/hashgraph-online/awesome-codex-plugins/jpa-patterns.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 33 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,023 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 86% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00033 $0.01023
Opus 5.5 $0.00013 $0.00409
Sonnet 5.5 $0.00007 $0.00205
Haiku 4.5 $0.00003 $0.00102

Measured 2mo ago against content hash 5302c813a58d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

jpa-patterns scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

86% identical to jpa-patterns — 4 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

plugins/Colin4k1024/tsp/skills/jpa-patterns/SKILL.md · 152 lines

How it starts

The opening of the file, as written. The whole thing — 152 lines — stays where its author put it; the contents beside it link to each section on GitHub.

JPA/Hibernate Patterns

Use for data modeling, repositories, and performance tuning in Spring Boot.

When to Activate

  • Designing JPA entities and table mappings
  • Defining relationships (@OneToMany, @ManyToOne, @ManyToMany)
  • Optimizing queries (N+1 prevention, fetch strategies, projections)
  • Configuring transactions, auditing, or soft deletes
  • Setting up pagination, sorting, or custom repository methods
  • Tuning connection pooling (HikariCP) or second-level caching

Entity Design

@Entity
@Table(name = "markets", indexes = {
  @Index(name = "idx_markets_slug", columnList = "slug", unique = true)
})
@EntityListeners(AuditingEntityListener.class)
public class MarketEntity {
  @Id @GeneratedValue(strategy = GenerationType.IDENTITY)
  private Long id;

  @Column(nullable = false, length = 200)
  private String name;

  @Column(nullable = false, unique = true, length = 120)
  private String slug;

  @Enumerated(EnumType.STRING)
  private MarketStatus status = MarketStatus.ACTIVE;

  @CreatedDate private Instant createdAt;
  @LastModifiedDate private Instant updatedAt;
}

Enable auditing:

@Configuration
@EnableJpaAuditing
class JpaConfig {}

Relationships and N+1 Prevention

@OneToMany(mappedBy = "market", cascade = CascadeType.ALL, orphanRemoval = true)
private List<PositionEntity> positions = new ArrayList<>();
  • Default to lazy loading; use JOIN FETCH in queries when needed
  • Avoid EAGER on collections; use DTO projections for read paths
@Query("select m from MarketEntity m left join fetch m.positions where m.id = :id")
Optional<MarketEntity> findWithPositions(@Param("id") Long id);

Repository Patterns

public interface MarketRepository extends JpaRepository<MarketEntity, Long> {
  Optional<MarketEntity> findBySlug(String slug);

  @Query("select m from MarketEntity m where m.status = :status")
  Page<MarketEntity> findByStatus(@Param("status") MarketStatus status, Pageable pageable);
}

Read the full file on GitHub · 152 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 152 lines · 33 tokens per session scan A 5302c813a58d

Subscribe to this mod's changes

jpa-patterns is a skill published in the GitHub repository hashgraph-online/awesome-codex-plugins (1,517 stars, last pushed yesterday), licensed Apache-2.0. It adds 33 tokens to every session and 1,023 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 86% identical to jpa-patterns, differing in 4 lines, and is treated as a copy.

Related

jpa-patterns compared with skills from other repositories

jpa-patterns next to 6 skills from other repositories
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jpa-patternshashgraph-online/awesome-codex-pluginsSkill1.5kyesterdayApache-2.0A33Claude Code, Codex
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polytomic-webhookshookdeck/webhook-skillsSkill98yesterdayMITA171Claude Code, Codex