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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

75

Quality

92%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

85%

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

The content is well-structured, concise, and uses progressive disclosure effectively with a strong validation-gated workflow. Its only weakness is that the actionable code patterns are delegated to the reference rather than shown inline, leaving the body itself command-heavy but code-light.

Suggestions

Include one short inline example (e.g., a minimal @MappedEntity + CrudRepository snippet) so the body is self-sufficient for the most common task without forcing a reference read.

Add a brief pointer to the specific reference section (e.g., Examples) most relevant to each workflow step so navigation is faster.

DimensionReasoningScore

Conciseness

The body is lean — a topic bullet list, brief constraints, and a compact 4-step workflow — with no padding or explanation of concepts Claude already knows.

3 / 3

Actionability

Concrete commands (./mvnw compile, ./mvnw clean verify) and a specific reference path are present, but the executable code patterns themselves live in the reference file rather than inline in the body.

2 / 3

Workflow Clarity

A clear 4-step sequence with explicit validation checkpoints (MANDATORY compile before, VERIFY after) and a stop-on-failure feedback loop, matching the anchor for sequenced validation with error recovery.

3 / 3

Progressive Disclosure

A single well-signaled, one-level-deep reference (references/512-frameworks-micronaut-data.md, confirmed present) holds the detail while the body stays an overview, matching the clear-navigation anchor.

3 / 3

Total

11

/

12

Passed

Description

100%

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

The description is strong across all dimensions: it states concrete capabilities, gives natural trigger phrases, answers both what and when, and cleanly distinguishes itself from sibling skills. No changes needed.

DimensionReasoningScore

Specificity

Lists many concrete capabilities (@MappedEntity, CrudRepository/PageableRepository, @Query, @Transactional, projections, @Version, @MicronautTest), matching the 'multiple specific concrete actions' anchor.

3 / 3

Completeness

Clearly answers both what (capability list) and when ('Use when you need…', 'This should trigger for requests such as…'), matching the anchor that requires both.

3 / 3

Trigger Term Quality

Explicit trigger phrases like 'Review or implement Micronaut Data repositories and entities; Add transactions, pagination, or projections' mirror natural user requests, alongside the API terms.

3 / 3

Distinctiveness Conflict Risk

Scoped tightly to Micronaut Data and explicitly redirects adjacent cases to @511-frameworks-micronaut-jdbc, giving it a clear niche unlikely to conflict.

3 / 3

Total

12

/

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/cursor-rules-java
Reviewed

Table of Contents

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