Python Performance Optimization
Helps with Python, performance optimization, optimization as part of developing backend services and APIs workflows.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add nickcrew-python-performance-optimization npx -- -y @trustedskills/nickcrew-python-performance-optimization
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"nickcrew-python-performance-optimization": {
"command": "npx",
"args": [
"-y",
"@trustedskills/nickcrew-python-performance-optimization"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill optimizes Python code for improved performance. It analyzes existing Python scripts and suggests changes to reduce execution time and resource consumption, focusing on areas like algorithm efficiency and memory usage. The tool aims to provide practical recommendations that developers can implement directly into their codebase.
When to use it
- Slow Data Processing: When a Python script takes an unacceptably long time to process large datasets.
- Resource Intensive Applications: For applications consuming excessive CPU or memory resources.
- Performance Bottlenecks: To identify and address specific performance bottlenecks in existing code.
- Code Refactoring: During code refactoring efforts where improved performance is a key goal.
Key capabilities
- Python code analysis
- Algorithm optimization suggestions
- Memory usage reduction recommendations
- Performance bottleneck identification
Example prompts
- "Analyze this Python script for performance improvements: [paste code here]"
- "How can I optimize the memory usage of this function? [paste code here]"
- "Identify any potential bottlenecks in this data processing pipeline. [describe pipeline]"
Tips & gotchas
The skill's effectiveness depends on providing clear and concise Python code snippets for analysis. While it offers suggestions, thorough testing is crucial after implementing any optimization changes to ensure stability and prevent regressions.
Tags
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
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Passed automated security scans.