Python Performance Optimization

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by spjoshis · vlatest · Repository

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.

1

Run in terminal (recommended)

terminal
claude mcp add spjoshis-python-performance-optimization npx -- -y @trustedskills/spjoshis-python-performance-optimization
2

Or manually add to ~/.claude/settings.json

~/.claude/settings.json
{
  "mcpServers": {
    "spjoshis-python-performance-optimization": {
      "command": "npx",
      "args": [
        "-y",
        "@trustedskills/spjoshis-python-performance-optimization"
      ]
    }
  }
}

Requires Claude Code (claude CLI). Run claude --version to verify your install.

About This Skill

What it does

This skill analyzes Python code and provides recommendations for performance optimization. It identifies bottlenecks, suggests algorithmic improvements, and offers strategies to reduce execution time and resource consumption. The agent can also suggest appropriate data structures and libraries to enhance efficiency.

When to use it

  • You have a slow-running Python script that needs to be sped up.
  • You are experiencing performance issues in a web application or API built with Python.
  • You want to profile your code to understand where the most time is being spent.
  • You're using inefficient data structures and algorithms that impact overall speed.

Key capabilities

  • Code analysis for performance bottlenecks
  • Algorithmic optimization suggestions
  • Data structure recommendations
  • Library selection guidance

Example prompts

  • "Analyze this Python code for performance issues: [code snippet]"
  • "How can I optimize the runtime of this function? [function definition]"
  • "Suggest a more efficient data structure to store and process this dataset."

Tips & gotchas

The skill's effectiveness depends on providing clear, concise code snippets. Complex or obfuscated code may yield less accurate optimization suggestions.

Tags

🛡️

TrustedSkills Verification

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Details

Version
vlatest
License
Author
spjoshis
Installs
2

🌐 Community

Passed automated security scans.