Optimizing Python Performance
Helps with Python, performance 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 optimizing-python-performance npx -- -y @trustedskills/optimizing-python-performance
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"optimizing-python-performance": {
"command": "npx",
"args": [
"-y",
"@trustedskills/optimizing-python-performance"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill analyzes Python code and suggests performance improvements. It identifies bottlenecks, recommends optimized algorithms or data structures, and can provide specific code modifications to reduce execution time and resource consumption. The skill aims to enhance the efficiency of Python applications by addressing common performance issues.
When to use it
- Slow scripts: When a Python script takes an unexpectedly long time to execute.
- Resource-intensive tasks: For computationally heavy operations like data processing or machine learning model training.
- Debugging performance problems: To pinpoint the root cause of slowdowns in existing codebases.
- Optimizing APIs: To improve response times for Python-based API endpoints.
Key capabilities
- Bottleneck identification
- Algorithm optimization suggestions
- Data structure recommendations
- Code modification proposals
Example prompts
- "Analyze this Python script and suggest ways to make it run faster: [script content]"
- "I'm seeing slow performance in my data processing pipeline. Can you identify the bottlenecks?"
- "How can I optimize this function for speed? [function code]"
Tips & gotchas
The skill requires access to the Python code being analyzed. Complex or heavily optimized code may yield less actionable suggestions, as the optimal solution might require deeper domain expertise.
Tags
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
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Passed automated security scans.