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 hermeticormus-python-performance-optimization npx -- -y @trustedskills/hermeticormus-python-performance-optimization
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"hermeticormus-python-performance-optimization": {
"command": "npx",
"args": [
"-y",
"@trustedskills/hermeticormus-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, identifies bottlenecks, and suggests or implements changes to reduce execution time and resource consumption. The skill focuses on techniques like profiling, algorithm optimization, and efficient data structure usage.
When to use it
- Slow Scripts: When a Python script takes an unexpectedly long time to run.
- Resource Intensive Tasks: For tasks that consume excessive memory or CPU resources.
- Code Refactoring: During code refactoring efforts where performance is a key consideration.
- Data Processing Pipelines: To accelerate data processing workflows and reduce overall runtime.
Key capabilities
- Profiling Python code to identify bottlenecks.
- Suggesting algorithmic improvements for efficiency.
- Optimizing data structure usage.
- Implementing performance enhancements directly within the script.
Example prompts
- "Optimize this Python script for speed: [paste script here]"
- "Analyze this function and suggest ways to improve its performance: [paste function definition here]"
- "Profile this code and tell me where it's spending most of its time."
Tips & gotchas
The skill requires access to the Python source code. While it can suggest improvements, understanding the underlying logic is helpful for evaluating the proposed changes.
Tags
TrustedSkills Verification
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.