Python

What it does

This skill enables an AI agent to perform a wide range of Python backend tasks, including data processing, API interactions, and scripting. It leverages best practices in Python development across domains like web development, data science, automation, and machine learning. The skill emphasizes clean code style (PEP 8 compliance), efficient performance (async/await, vectorized operations), and robust error handling.

When to use it

• Automating repetitive backend tasks using Python scripts.
• Analyzing datasets with tools like pandas, matplotlib, and seaborn.
• Building web applications using frameworks such as Django, FastAPI, or Flask.
• Implementing API integrations and data processing pipelines.
• Generating concise and well-documented Python code snippets for specific problems.

Key capabilities

• Python Development Expertise: Proficiency in various domains including web development, data science, automation, and machine learning.
• Code Style Adherence: Enforces PEP 8 compliance, descriptive variable names, and modular design.
• Data Analysis Tools: Utilizes pandas, matplotlib, seaborn, and NumPy for data manipulation and visualization.
• Web Framework Support: Provides expertise in Django (CBVs, ORM optimization), FastAPI (RORO pattern, Pydantic v2), and Flask (Blueprints, application factories).
• Error Handling Best Practices: Implements early returns, guard clauses, and proper error logging.
• Performance Optimization: Leverages async/await, caching, lazy loading, and profiling techniques.

Example prompts

• "Write a Python script to extract data from this API endpoint and save it to a CSV file."
• "Generate a Django class-based view for displaying product details."
• "Create a FastAPI endpoint that validates user input using Pydantic v2."
• “Analyze this dataset using pandas and matplotlib, and generate a visualization showing the distribution of values.”

Tips & gotchas

• The skill prioritizes code quality and efficiency; expect well-structured and performant Python code.
• Type hints are mandatory, so providing clear input types can improve results.
• While it supports multiple web frameworks, specifying which framework to use will yield more targeted code.