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.
npx skills add giuseppe-trisciuoglio/developer-kit --skill spring-data-jpagit clone --depth 1 https://github.com/giuseppe-trisciuoglio/developer-kitWrote 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.
[](https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/spring-data-jpa)<a href="https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/spring-data-jpa"><img src="https://agentmods.dev/badge/skills/giuseppe-trisciuoglio/developer-kit/spring-data-jpa/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.
<a href="https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/spring-data-jpa"><img src="https://agentmods.dev/badge/skills/giuseppe-trisciuoglio/developer-kit/spring-data-jpa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00056 | $0.01294 |
| Opus 5 | $0.00028 | $0.00647 |
| Sonnet 5 | $0.00011 | $0.00259 |
| Haiku 4.5 | $0.00006 | $0.00129 |
Grade A, and why
spring-data-jpa 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 yesterday.
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.
How it starts
The opening of the file, as written. The whole thing — 188 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Spring Data JPA
Overview
Provides patterns for Spring Data JPA repositories, entity relationships, queries, pagination, auditing, and transactions.
When to Use
Creating repositories with CRUD operations, entity relationships, @Query annotations, pagination, auditing, or UUID primary keys.
Instructions
Create Repository Interfaces
To implement a repository interface:
-
Extend the appropriate repository interface:
@Repository public interface UserRepository extends JpaRepository<User, Long> { // Custom methods defined here } -
Use derived queries for simple conditions:
Optional<User> findByEmail(String email); List<User> findByStatusOrderByCreatedDateDesc(String status); -
Implement custom queries with
@Query:@Query("SELECT u FROM User u WHERE u.status = :status") List<User> findActiveUsers(@Param("status") String status);
Configure Entities
-
Define entities with proper annotations:
@Entity @Table(name = "users") public class User { @Id @GeneratedValue(strategy = GenerationType.IDENTITY) private Long id; @Column(nullable = false, length = 100) private String email; } -
Configure relationships using appropriate cascade types:
@OneToMany(mappedBy = "user", cascade = CascadeType.ALL, orphanRemoval = true) private List<Order> orders = new ArrayList<>();Validation: Test cascade behavior with a small dataset before applying to production data. Verify delete operations don't cascade unexpectedly.
-
Set up database auditing:
@CreatedDate @Column(nullable = false, updatable = false) private LocalDateTime createdDate;
Apply Query Patterns
- Use derived queries for simple conditions
- Use
@Query for complex queries - Return Optional for single results
- Use Pageable for pagination
- Apply
@Modifying for update/delete operations
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- yesterday First seen · 188 lines · 56 tokens per session scan A 2bb11e952eb7
spring-data-jpa is a skill published in the GitHub repository giuseppe-trisciuoglio/developer-kit (344 stars, last pushed yesterday), licensed MIT. It adds 56 tokens to every session and 1,294 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-10.
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