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caching-strategy-helper

4.3

by majiayu000

194Favorites
126Upvotes
0Downvotes

Recommend caching strategies and invalidation patterns. Use when a mid-level developer needs performance guidance.

caching

4.3

Rating

0

Installs

Backend Development

Category

Quick Review

The skill provides a clear workflow for recommending caching strategies with appropriate inputs (hot paths, read/write ratios, freshness requirements) and outputs (caching plan with risks and metrics). The structure is concise and logical. However, descriptionCoverage is moderate because a CLI agent would benefit from more specificity about what constitutes different cache types and eviction policies. TaskKnowledge is limited - the skill outlines a process but lacks concrete decision trees, specific strategy templates, or examples mapping requirements to recommendations (e.g., 'if read-heavy with X tolerance, recommend Y cache with Z eviction'). Novelty is low because caching strategy recommendations are relatively straightforward for LLMs to provide with general knowledge; this skill doesn't introduce complex algorithms or specialized tooling that would meaningfully reduce token costs compared to direct prompting. The quality bar is good but the overall value-add for a mid-level developer seeking performance guidance is moderate.

LLM Signals

Description coverage6
Task knowledge5
Structure7
Novelty3

GitHub Signals

49
7
1
1
Last commit 0 days ago

Publisher

majiayu000

majiayu000

Skill Author

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Publisher

majiayu000 avatar
majiayu000

Skill Author

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