·python-performance-optimization
</>

python-performance-optimization

nickcrew/claude-ctx-plugin

Python performance optimization patterns using profiling, algorithmic improvements, and acceleration techniques. Use when optimizing slow Python code, reducing memory usage, or improving application throughput and latency.

12Installs·1Trend·@nickcrew

Installation

$npx skills add https://github.com/nickcrew/claude-ctx-plugin --skill python-performance-optimization

SKILL.md

Expert guidance for profiling, optimizing, and accelerating Python applications through systematic analysis, algorithmic improvements, efficient data structures, and acceleration techniques.

The Golden Rule: Never optimize without profiling first. 80% of execution time is spent in 20% of code.

Key Principle: Algorithmic improvements beat micro-optimizations every time.

Python performance optimization patterns using profiling, algorithmic improvements, and acceleration techniques. Use when optimizing slow Python code, reducing memory usage, or improving application throughput and latency. Source: nickcrew/claude-ctx-plugin.

View raw

Facts (cite-ready)

Stable fields and commands for AI/search citations.

Install command
npx skills add https://github.com/nickcrew/claude-ctx-plugin --skill python-performance-optimization
Category
</>Dev Tools
Verified
First Seen
2026-02-01
Updated
2026-02-18

Quick answers

What is python-performance-optimization?

Python performance optimization patterns using profiling, algorithmic improvements, and acceleration techniques. Use when optimizing slow Python code, reducing memory usage, or improving application throughput and latency. Source: nickcrew/claude-ctx-plugin.

How do I install python-performance-optimization?

Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/nickcrew/claude-ctx-plugin --skill python-performance-optimization Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor

Where is the source repository?

https://github.com/nickcrew/claude-ctx-plugin