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145-java-refactoring-high-performance

Use when you need to refactor Java code for high performance — including memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements. This should trigger for requests such as Review Java code for high performance; Optimize Java hot path; Reduce Java allocations; Improve Java latency/throughput. Part of Plinth Toolkit

80

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

100%

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

The content is a well-structured routing skill: concise overview, concrete measure-first workflow with a validation/keep-revert feedback loop, and cleanly signaled one-level-deep references that all resolve to real bundle files. It assumes Claude's competence and avoids concept padding.

DimensionReasoningScore

Conciseness

The body is a lean overview that assumes Claude's competence — no padding about what Java or the JVM is — and every section (constraints, workflow, reference routing) earns its tokens; only minor repetition between the coverage list and routing paragraph keeps it from being above the top anchor, which does not exist.

3 / 3

Actionability

As an instruction/routing skill it gives concrete, specific guidance: a 4-step workflow plus explicit per-bottleneck routing to named reference files; per the code_vs_instruction note, the absence of executable code is not penalized because the guidance is actionable and specific.

3 / 3

Workflow Clarity

A clear numbered sequence (identify hotspot → select reference → apply → validate/compare) with an explicit validation checkpoint and a keep/revert feedback loop based on measured gains, satisfying the anchor for clear sequence with explicit validation and error-recovery feedback.

3 / 3

Progressive Disclosure

SKILL.md is a concise overview pointing to three one-level-deep references, each clearly signaled as a markdown link; all three referenced paths exist in the bundle and match, so content is appropriately split with easy navigation.

3 / 3

Total

12

/

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, includes natural trigger terms users would say, and explicitly covers both what the skill does and when to use it. It occupies a clear, distinct niche with low conflict risk.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements' — matching the anchor for multiple specific concrete actions rather than the partial 'names domain and some actions' level.

3 / 3

Completeness

Explicitly answers both what (refactor Java for high performance across allocation/CPU/syntax) and when via an explicit 'Use when...' clause with concrete trigger examples, satisfying the top anchor for both what AND when.

3 / 3

Trigger Term Quality

Quotes natural user phrasings ('Review Java code for high performance', 'Optimize Java hot path', 'Reduce Java allocations', 'Improve Java latency/throughput'), giving good coverage of terms a user would actually say.

3 / 3

Distinctiveness Conflict Risk

The Java high-performance refactoring niche with measure-first framing and distinct trigger phrases is unlikely to conflict with other skills; the trailing 'Part of Plinth Toolkit' is harmless provenance, not a conflict source.

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/plinth
Reviewed

Table of Contents

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.