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142-java-functional-programming

Use when you need to apply functional programming principles in Java — including writing immutable objects and Records, pure functions, functional interfaces, lambda expressions, Stream API pipelines, Optional for null safety, function composition, higher-order functions, pattern matching for instanceof and switch, sealed classes/interfaces for controlled hierarchies, Stream Gatherers for custom operations, currying/partial application, effect boundary separation, and concurrent-safe functional patterns. This should trigger for requests such as Improve the code with Functional Programming; Apply Functional Programming; Refactor the code with Functional Programming. Part of cursor-rules-java project

85

Quality

81%

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Discovery

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.

This is a strong skill description that thoroughly enumerates specific functional programming capabilities in Java, provides explicit 'Use when' guidance with example trigger phrases, and occupies a clear niche. The only minor weakness is that it is quite verbose and could be slightly more concise, but the comprehensiveness serves the purpose of skill selection well. It also uses appropriate third-person/imperative voice throughout.

DimensionReasoningScore

Specificity

The description lists numerous specific concrete actions: writing immutable objects and Records, pure functions, functional interfaces, lambda expressions, Stream API pipelines, Optional for null safety, function composition, higher-order functions, pattern matching, sealed classes, Stream Gatherers, currying/partial application, effect boundary separation, and concurrent-safe functional patterns.

3 / 3

Completeness

Clearly answers both 'what' (comprehensive list of functional programming capabilities in Java) and 'when' with explicit trigger guidance: 'Use when you need to apply functional programming principles in Java' plus specific example trigger phrases like 'Improve the code with Functional Programming' and 'Refactor the code with Functional Programming'.

3 / 3

Trigger Term Quality

Includes strong natural trigger terms like 'Functional Programming', 'Refactor the code', 'Apply Functional Programming', 'Improve the code', plus specific technical terms users would naturally mention like 'lambda expressions', 'Stream API', 'Optional', 'Records', 'sealed classes', and 'pattern matching'. These cover both high-level and specific user requests well.

3 / 3

Distinctiveness Conflict Risk

Highly distinctive — it targets a clear niche of functional programming in Java specifically, with very specific triggers. It is unlikely to conflict with general Java skills or functional programming skills in other languages due to the explicit Java + functional programming combination and specific trigger phrases.

3 / 3

Total

12

/

12

Passed

Implementation

62%

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

The skill has a solid workflow structure with clear validation checkpoints and safety constraints, which is its strongest aspect. However, it suffers from verbosity in listing covered topics that Claude already understands, and it lacks any concrete code examples in the body — all actionable content is deferred to a reference file that cannot be verified. The skill would benefit from including at least one or two inline before/after code examples to make it immediately actionable.

Suggestions

Add 1-2 concrete before/after code examples inline (e.g., imperative loop → Stream pipeline, nullable return → Optional) so the skill body is actionable without requiring the reference file.

Remove or significantly condense the 'What is covered' bullet list — Claude doesn't need a catalog of FP concepts it already knows; instead, focus on project-specific conventions or non-obvious patterns.

Eliminate the redundancy between the prose paragraph in Constraints and the bullet list that follows it — the compilation requirement is stated three times across the skill.

DimensionReasoningScore

Conciseness

The 'What is covered' section is essentially a table of contents that restates concepts Claude already knows. The constraints section has redundancy (the compilation requirement is stated both in the prose paragraph and the bullet list). However, the workflow and structure are reasonably tight.

2 / 3

Actionability

The skill provides concrete commands (`./mvnw compile`, `mvn clean verify`) and references a detailed guide, but contains zero executable code examples in the body itself. All actual patterns and code are deferred to the reference file, making the skill body more of a pointer than actionable guidance.

2 / 3

Workflow Clarity

The workflow is clearly sequenced with explicit validation checkpoints: compile before changes, verify compatibility, read reference, apply changes, then verify with full build. It includes a feedback loop (stop if compilation fails) and handles edge cases (ambiguous scope, missing inputs).

3 / 3

Progressive Disclosure

The skill correctly references a single external file for detailed guidance, which is good one-level-deep disclosure. However, since no bundle files were provided, we cannot verify the reference exists. The body itself includes a lengthy 'What is covered' enumeration that could be trimmed, and the balance between overview and reference content is slightly off — too much listing in the body with all substance deferred.

2 / 3

Total

9

/

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.

Validation11 / 11 Passed

Validation for skill structure

No warnings or errors.

Repository
jabrena/cursor-rules-java
Reviewed

Table of Contents

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