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Title: How to Use the Claude API in Python – Real Python

Open Graph Title: How to Use the Claude API in Python – Real Python

Description: Learn how to use the Claude API in Python to send prompts, control responses with system instructions, and get structured JSON output.

Open Graph Description: Learn how to use the Claude API in Python to send prompts, control responses with system instructions, and get structured JSON output.

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Table of Contentshttps://realpython.com/claude-api-python/#toc
Prerequisiteshttps://realpython.com/claude-api-python/#prerequisites
Step 1: Set Up the Claude API in Pythonhttps://realpython.com/claude-api-python/#step-1-set-up-the-claude-api-in-python
Get Your API Key and Install anthropichttps://realpython.com/claude-api-python/#get-your-api-key-and-install-anthropic
Send Your First Prompthttps://realpython.com/claude-api-python/#send-your-first-prompt
Step 2: Control Claude’s Behavior With a System Prompthttps://realpython.com/claude-api-python/#step-2-control-claudes-behavior-with-a-system-prompt
Explore the system Parameterhttps://realpython.com/claude-api-python/#explore-the-system-parameter
Build and Test a Python Coding Assistanthttps://realpython.com/claude-api-python/#build-and-test-a-python-coding-assistant
Step 3: Return Structured JSON Output With a Schemahttps://realpython.com/claude-api-python/#step-3-return-structured-json-output-with-a-schema
Approach 1: Handwritten JSON Schemahttps://realpython.com/claude-api-python/#approach-1-handwritten-json-schema
Approach 2: Pydantic Shortcuthttps://realpython.com/claude-api-python/#approach-2-pydantic-shortcut
Troubleshooting and Next Stepshttps://realpython.com/claude-api-python/#troubleshooting-and-next-steps
Common Errorshttps://realpython.com/claude-api-python/#common-errors
Security Remindershttps://realpython.com/claude-api-python/#security-reminders
Cost Awarenesshttps://realpython.com/claude-api-python/#cost-awareness
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Step 1: Set Up the Claude API in Pythonhttps://realpython.com/claude-api-python/#step-1-set-up-the-claude-api-in-python
Get Your API Key and Install anthropichttps://realpython.com/claude-api-python/#get-your-api-key-and-install-anthropic
Send Your First Prompthttps://realpython.com/claude-api-python/#send-your-first-prompt
Step 2: Control Claude’s Behavior With a System Prompthttps://realpython.com/claude-api-python/#step-2-control-claudes-behavior-with-a-system-prompt
Explore the system Parameterhttps://realpython.com/claude-api-python/#explore-the-system-parameter
Build and Test a Python Coding Assistanthttps://realpython.com/claude-api-python/#build-and-test-a-python-coding-assistant
Step 3: Return Structured JSON Output With a Schemahttps://realpython.com/claude-api-python/#step-3-return-structured-json-output-with-a-schema
Approach 1: Handwritten JSON Schemahttps://realpython.com/claude-api-python/#approach-1-handwritten-json-schema
Approach 2: Pydantic Shortcuthttps://realpython.com/claude-api-python/#approach-2-pydantic-shortcut
Troubleshooting and Next Stepshttps://realpython.com/claude-api-python/#troubleshooting-and-next-steps
Common Errorshttps://realpython.com/claude-api-python/#common-errors
Security Remindershttps://realpython.com/claude-api-python/#security-reminders
Cost Awarenesshttps://realpython.com/claude-api-python/#cost-awareness
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