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512-frameworks-micronaut-data

Use when you need data access with Micronaut Data — @MappedEntity, CrudRepository/PageableRepository, @Query with parameters, @Transactional services, projections, @Version, and @MicronautTest with TestPropertyProvider and Testcontainers. For raw java.sql access without generated repositories, use @511-frameworks-micronaut-jdbc. This should trigger for requests such as Review or implement Micronaut Data repositories and entities; Add transactions, pagination, or projections in Micronaut persistence layer; Model Micronaut Data entities and repositories; Review Micronaut Data transactions and pageable queries; Improve projections or optimistic locking with Micronaut Data. Part of Plinth Toolkit

67

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

70%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

Well-structured overview with strong workflow validation and clean progressive disclosure to a verified reference file. It is held back by redundant trigger-list duplication with the description and by abstract, code-light guidance that relies on the external reference.

Suggestions

Remove or compress the 'When to use this skill' section since its five bullets duplicate the description's triggers.

Add one short executable example in the body (e.g., a minimal @Repository interface or @MappedEntity snippet) so core guidance does not depend entirely on the reference file.

DimensionReasoningScore

Conciseness

The body is mostly efficient and assumes Claude's knowledge, but the 'When to use this skill' section repeats the same five trigger scenarios already in the description, adding redundancy that could be trimmed.

2 / 3

Actionability

Concrete commands are present (./mvnw compile, mvn clean verify) and annotations are named, but the body itself contains no executable code examples for repositories/entities/queries, and step 3 ('Implement or refactor ... following the reference patterns') is relatively abstract, deferring specifics to the reference.

2 / 3

Workflow Clarity

The 4-step workflow is clearly sequenced with explicit validation checkpoints (MANDATORY compile before changes, SAFETY stop-on-failure, VERIFY clean verify after) forming a compile-fix-verify feedback loop.

3 / 3

Progressive Disclosure

The body is a concise overview that points to a single, clearly-signaled one-level-deep reference (references/512-frameworks-micronaut-data.md, verified to exist) with appropriate content split and easy navigation.

3 / 3

Total

10

/

12

Passed

Description

90%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, specific description with explicit trigger guidance and clear sibling-skill disambiguation. Its only notable issue is the second-person 'you need' phrasing, which the rubric penalizes on specificity.

Suggestions

Rephrase the opening in third person (e.g., 'Use when data access with Micronaut Data is needed') to avoid the second-person specificity penalty.

Consider trimming the repeated 'Review/Model/Improve ... Micronaut Data' variants to reduce trigger-list redundancy.

DimensionReasoningScore

Specificity

Lists multiple concrete capabilities (@MappedEntity, CrudRepository/PageableRepository, @Query, @Transactional, projections, @Version, @MicronautTest), which would rate 3, but the second-person phrasing 'Use when you need data access' is penalized by one point per the voice guideline.

2 / 3

Completeness

It answers both 'what' (data access with Micronaut Data plus a concrete annotation list) and 'when' with an explicit 'Use when...' clause and enumerated trigger scenarios.

3 / 3

Trigger Term Quality

The explicit trigger list ('Review or implement Micronaut Data repositories and entities; Add transactions, pagination, or projections...') covers natural phrases a user would say, with good variation across entity, repository, transaction, pagination, projection, and optimistic-locking requests.

3 / 3

Distinctiveness Conflict Risk

The Micronaut Data niche is distinct, and it explicitly disambiguates from the sibling skill ('For raw java.sql access without generated repositories, use @511-frameworks-micronaut-jdbc'), making mis-triggering unlikely.

3 / 3

Total

11

/

12

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
jabrena/plinth
Reviewed

Table of Contents

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