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python-advanced-profiling-and-optimization

Official

Profile and optimize Python apps efficiently.

Software Engineering#python#profiling#asyncio#jit#py-spy#cprofile#memory-optimization
AuthorAgentient
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This skill helps developers identify CPU and memory bottlenecks in Python applications and apply practical optimization strategies, including advanced profiling workflows and exploration of experimental Python 3.13 features.

Core Features & Use Cases

  • CPU profiling with cProfile to measure function-level performance and bottlenecks
  • Flame graph generation with py-spy for visual performance insights
  • Memory optimization techniques including slots usage, generators, and memory profiling
  • AsyncIO performance patterns and safe parallelization strategies
  • Evaluation of Python 3.13 experimental features such as JIT and free-threaded mode
  • Real-world scenarios: profiling a long-running service, optimizing CPU-heavy workloads, and reducing memory footprint in high-concurrency apps
  • Practical guidance on interpreting results and validating improvements

Quick Start

Run a profiling session on your Python application to identify the top bottlenecks and validate improvements.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: python-advanced-profiling-and-optimization
Download link: https://github.com/Agentient/vibekit/archive/main.zip#python-advanced-profiling-and-optimization

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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