Real Python

Get Your Code: Click here to download the free sample code that shows you how to compare MCP and direct API calls in a Python LLM app.

Almost there! Complete this form and click the button below to gain instant access:

MCP vs API Calls: Which Should You Use for Python LLM Apps? (Sample Code)

🔒 No spam. We take your privacy seriously.

© 2012–2026 Real Python ⋅ Privacy Policy