How does it identify bottlenecks?

It analyzes the relationship between system load, response latency, and resource usage to pinpoint exactly where the system is stalling or hitting its limits.

Can this skill help with cloud infrastructure scaling?

Yes, it is designed to evaluate potential scaling strategies and predict their impact on overall system throughput and capacity.

When is the best time to use this skill?

Use it when you experience system slowdowns, need to prepare for high-traffic events, or want to optimize the efficiency of data-heavy pipelines.

What metrics does the Throughput Analyzer track?

It assesses request throughput, data processing rates, concurrency limits, queue lengths, and resource saturation levels to provide a full picture of system health.

Does it work with specific programming languages?

The skill is language-agnostic as it focuses on system-level metrics, processing queues, and resource utilization across your entire infrastructure.

Throughput Analyzer

Name: Throughput Analyzer
Author: jeremylongshore

byjeremylongshore

•

883

Analytics & Monitoring

Analyzes and optimizes system performance by identifying bottlenecks and evaluating scaling strategies for high-capacity workloads.

About

The Throughput Analyzer skill empowers Claude to perform comprehensive performance audits on your software systems, focusing on data and request throughput. It identifies critical components causing latency, evaluates concurrency limits and resource saturation, and provides actionable insights for scaling. Whether you are troubleshooting a slow web server or optimizing a complex data pipeline, this skill helps pinpoint exact limiting factors and suggests the most effective strategies for increasing system capacity.

Key Features

Comprehensive request and data throughput analysis
Scaling strategy assessment and impact prediction
883 GitHub stars
Concurrency limit and queue processing evaluation
Performance reporting for web servers and data pipelines
Identification of system bottlenecks and resource saturation points

Use Cases

Identifying performance bottlenecks in high-traffic web applications
Optimizing data processing pipelines to increase ingestion rates
Evaluating infrastructure capacity and scaling strategies before major launches

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills throughput-analyzer

For use in Claude.ai and ChatGPT

Download Skill

GitHub