polyglot-performance

What problem does it solve?

This Skill addresses the challenge of slow-performing code by intelligently selecting the most appropriate language—Python, Cython, or Rust—to achieve optimal performance for critical sections of your application.

Core Features & Use Cases

• Language Selection: Automatically chooses between Python (baseline), Cython (10-100x speedup), and Rust (100-1000x speedup) based on performance needs and code patterns.
• Performance Optimization: Optimizes hot loops, numerical computations, parallel processing, and systems-level tasks.
• Use Case: You have a Python function that processes millions of data points and takes several minutes. This Skill can analyze the code and automatically rewrite the performance-critical part in Cython or Rust to achieve significant speedups, reducing execution time to seconds or milliseconds.

Quick Start

Ask Claude to optimize your slow Python code, and it will automatically select the best language for the job.