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architecture-overclock

Resolves deep, structural performance bottlenecks in the Kotlin Android codebase. Use this skill for macro-level improvements like fixing Room N+1 relation queries, optimizing complex multi-measure Compose layouts, implementing Paging 3, refactoring massive UiState classes, or resolving background StateFlow collection battery drains.

71

Quality

86%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

81%Weight 40%Scale 1-5

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

The body is a tight, well-structured performance workflow with explicit validation checkpoints and concrete commands. It is slightly held back by flavor text in the Goal/Philosophy sections and the absence of executable code examples for the named patterns.

Suggestions

Trim the Goal metaphor and Philosophy aphorisms to reduce token overhead without losing guidance value.

Add one or two short executable code snippets illustrating the highest-value patterns (e.g., a @Relation/@Transaction example or a repeatOnLifecycle wrapper) to lift actionability.

Move the lengthy bullet lists under PROFILE into a reference file if the skill grows, to keep SKILL.md as an overview.

DimensionReasoningScore

Conciseness

Mostly efficient and action-oriented with no padding about concepts Claude already knows, but the Goal metaphor ("You don't just patch the engine; you rebuild the transmission") and the Philosophy aphorisms could be trimmed.

4 / 5

Actionability

Provides concrete commands (./gradlew ktfmtFormat, testDebugUnitTest, lintDebug), specific PR prefixes (perf:/ref:), and a concrete examples list, but as an instruction-only skill it stops short of copy-paste code snippets for the named patterns.

4 / 5

Workflow Clarity

Clear five-step sequence (PROFILE → SELECT & PROPOSE → OVERCLOCK → VERIFY → PRESENT) with explicit validation checkpoints (prove the bottleneck, wait for user approval, run tests/lint, benchmark, check for race conditions) and a measure→propose→approve→verify feedback loop.

5 / 5

Progressive Disclosure

Well-organized into clear sections (Goal, Constraints, Instructions, Examples) with one clearly-signaled external reference (.jules/overclock.md); no bundle files exist, so all content is appropriately inline with minor structure gaps.

4 / 5

Total

17

/

20

Passed

Description

92%Weight 40%Scale 1-5

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 specific, third-person, and explicitly pairs a clear 'what' with a concrete 'Use this skill for' trigger clause. Minor room to add common lay synonyms (jank, lag, memory leak) for broader trigger coverage.

Suggestions

Add common user-facing trigger synonyms such as 'jank', 'lag', 'ANR', 'memory leak', or 'OOM' so the skill fires on natural developer phrasing.

Consider including a file-extension or framework tag (e.g., 'Gradle', 'Jetpack') to sharpen distinctiveness against generic Kotlin skills.

DimensionReasoningScore

Specificity

Lists multiple concrete macro-level actions — "fixing Room N+1 relation queries, optimizing complex multi-measure Compose layouts, implementing Paging 3, refactoring massive UiState classes, or resolving background StateFlow collection battery drains" — giving comprehensive coverage of specific capabilities.

5 / 5

Completeness

Explicitly answers both what ("Resolves deep, structural performance bottlenecks in the Kotlin Android codebase") and when ("Use this skill for macro-level improvements like...") with concrete trigger phrases.

5 / 5

Trigger Term Quality

Strong domain-natural terms (Room N+1, Compose layouts, Paging 3, UiState, StateFlow battery drains) but missing common user-facing synonyms like "jank", "lag", "ANR", "memory leak", or "OOM" that a developer would naturally say.

4 / 5

Distinctiveness Conflict Risk

Clear niche (architecture-level Kotlin Android performance) with highly specific triggers (Room N+1, Compose multi-measure, Paging 3, UiState, StateFlow) that minimally overlap with sibling micro-optimization skills.

5 / 5

Total

19

/

20

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
nekomangaorg/Neko
Reviewed

Table of Contents

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