python-performance-optimization SKILL.md skillA

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python-performance-optimization from hermeticormus/libreuiux-claude-code is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

mdr add hermeticormus/libreuiux-claude-code/python-performance-optimization@git:20251120.288a379

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Audit grade

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Kind

SKILL.md skill

Repository

hermeticormus/libreuiux-claude-code

Path

plugins/python-development/skills/python-performance-optimization/SKILL.md

Versions recorded

1

Latest version

git:20251120.288a379, committed Nov 20, 2025

Size

21,268 bytes

Repository stars

118

License

MIT

Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Python Performance Optimization

Comprehensive guide to profiling, analyzing, and optimizing Python code for better performance, including CPU profiling, memory optimization, and implementation best practices.

## When to Use This Skill

- Identifying performance bottlenecks in Python applications
- Reducing application latency and response times
- Optimizing CPU-intensive operations
- Reducing memory consumption and memory leaks
- Improving database query performance
- Optimizing I/O operations
- Speeding up data processing pipelines
- Implementing high-performance algorithms
- Profiling production applications

## Core Concepts

### 1. Profiling Types
- **CPU Profiling**: Identify time-consuming functions
- **Memory Profiling**: Track memory allocation and leaks
- **Line Profiling**: Profile at line-by-line granularity
- **Call Graph**: Visualize function call relationships

### 2. Performance Metrics
- **Execution Time**: How long operations take
- **Memory Usage**: Peak and average memory consumption
- **CPU Utilization**: Processor usage patterns
- **I/O Wait**: Time spent on I/O operations

### 3. Optimization Strategies
…

Read the whole file at its exact version.

How to install

mdr add hermeticormus/libreuiux-claude-code/python-performance-optimization@sha256:66c3fd00bf4fc253

[![mdr](https://markdownregistry.com/badge/art_l2buc6lktto5va2x.svg)](https://markdownregistry.com/a/art_l2buc6lktto5va2x)

Versions

The registry has recorded 1 version of this file, committed on Nov 20, 2025.

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Source

API

GET https://markdownregistry.com/api/v1/artifacts/art_l2buc6lktto5va2x
GET https://markdownregistry.com/api/v1/resolve?ref=hermeticormus/libreuiux-claude-code/python-performance-optimization
GET https://markdownregistry.com/api/v1/blob/66c3fd00bf4fc2534316e52d0d60fe5f41469dc7076ef8c72d8550f619614db1

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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