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analyzing-system-throughput

5.2

by jeremylongshore

196Favorites
132Upvotes
0Downvotes

Analyze and optimize system throughput including request handling, data processing, and resource utilization. Use when identifying capacity limits or evaluating scaling strategies. Trigger with phrases like "analyze throughput", "optimize capacity", or "identify bottlenecks".

throughput

5.2

Rating

0

Installs

Backend Development

Category

Quick Review

The skill provides a well-structured framework for throughput analysis with clear workflows and prerequisites. The description adequately covers the skill's capabilities for a CLI agent to understand when to invoke it. However, the skill lacks substantial novelty—throughput analysis typically involves running standard monitoring commands and analyzing metrics that a CLI agent could perform directly with similar token costs. The task knowledge is moderate; while the SKILL.md outlines conceptual steps and references scripts (analyze_throughput.py, identify_bottlenecks.sh, optimize_concurrency.py), the actual implementation depth and complexity of these scripts would determine true value. The structure is good with clear sections, though there's some redundancy between 'How It Works' and 'Instructions'. For higher novelty scores, the skill would need to demonstrate complex multi-system correlation analysis, sophisticated bottleneck detection algorithms, or integration with specialized profiling tools that would be difficult for a basic CLI agent to orchestrate.

LLM Signals

Description coverage6
Task knowledge6
Structure7
Novelty3

GitHub Signals

1,046
135
8
0
Last commit 0 days ago

Publisher

jeremylongshore

jeremylongshore

Skill Author

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Publisher

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jeremylongshore

Skill Author

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