Using Claude for Programming Tasks | Generated by AI

Home 2025.08

How to Use Claude for Programming Tasks (via OpenRouter)

Since you’re accessing Claude models through OpenRouter (as discussed previously), you can leverage Claude’s strong coding capabilities for tasks like generating code, debugging, explaining concepts, refactoring, or even building small projects. Claude 3.5 Sonnet or Opus are particularly good for programming due to their reasoning and code understanding. Below, I’ll guide you step-by-step on how to use it effectively for programming.

1. Set Up Your Environment

2. Best Practices for Prompting Claude in Programming

3. Example: Generating Code

Here’s how to use Claude to generate a simple Python function. Use this in your code:

   from openai import OpenAI

   client = OpenAI(
       base_url="https://openrouter.ai/api/v1",
       api_key="YOUR_OPENROUTER_API_KEY_HERE",  # Replace with your key
   )

   # Prompt Claude to generate code
   response = client.chat.completions.create(
       model="anthropic/claude-3.5-sonnet",
       messages=[
           {"role": "system", "content": "You are an expert Python programmer. Provide clean, efficient code with comments."},
           {"role": "user", "content": "Write a Python function to calculate the factorial of a number using recursion. Include error handling for negative inputs."}
       ],
       temperature=0.2,  # Low temperature for deterministic code
       max_tokens=500
   )

   # Extract and print the generated code
   generated_code = response.choices[0].message.content
   print(generated_code)

Expected Output (Example):

   def factorial(n):
       """
       Calculate the factorial of a non-negative integer using recursion.
       
       Args:
       n (int): The number to calculate factorial for.
       
       Returns:
       int: The factorial of n.
       
       Raises:
       ValueError: If n is negative.
       """
       if n < 0:
           raise ValueError("Factorial is not defined for negative numbers.")
       if n == 0 or n == 1:
           return 1
       return n * factorial(n - 1)

4. Example: Debugging Code

Feed buggy code to Claude and ask for fixes.

Prompt Example (Add to the messages list):

   {"role": "user", "content": "Debug this Python code: def add(a, b): return a + c. Error: NameError: name 'c' is not defined. Fix it and explain."}

Claude might respond: “The error is due to ‘c’ not being defined. Change to ‘return a + b’. Explanation: Typo in variable name.”

5. Example: Explaining Concepts

For learning, ask for explanations with code snippets.

Prompt Example:

   {"role": "user", "content": "Explain how decorators work in Python, with a simple example."}

This could yield a detailed response with code like a logging decorator.

6. Advanced Usage: Building a Project

7. Tips for Chinese Users

If you provide a specific programming task or language, I can give a tailored example!

OpenRouter Documentation
Anthropic Prompting Guide for Coding
Claude 3.5 Sonnet Model Card


Back Donate