Migrate from OpenAI to Anthropic
Overview
Migrate from OpenAI/GPT to Anthropic/Claude. Covers the complete API mapping (endpoints, models, response shapes), SDK swap with before/after code, five key differences (max_tokens required, system as top-level param, alternating messages, response path, streaming events), and tool use migration.
API Mapping
| OpenAI | Anthropic | Notes |
|--------|-----------|-------|
| openai.chat.completions.create() | anthropic.messages.create() | Different request/response shape |
| model: 'gpt-4o' | model: 'claude-sonnet-4-20250514' | Different model IDs |
| response.choices[0].message.content | response.content[0].text | Different response path |
| system in messages array | system as separate parameter | Claude uses top-level system |
| response_format: { type: 'json_object' } | System prompt: "Respond in JSON only" | No native JSON mode |
| tools / function_calling | tools (similar but different schema) | Input schema differences |
| openai.embeddings.create() | N/A — use Voyage or Cohere | No embeddings API |
SDK Swap
Instructions
Step 1: Before (OpenAI)
import OpenAI from 'openai';
const openai = new OpenAI();
const response = await openai.chat.completions.create({
model: 'gpt-4o',
messages: [
{ role: 'system', content: 'You are helpful.' },
{ role: 'user', content: 'Hello' },
],
});
console.log(response.choices[0].message.content);
Step 2: After (Anthropic)
import Anthropic from '@claude-ai/sdk';
const anthropic = new Anthropic();
const response = await anthropic.messages.create({
model: 'claude-sonnet-4-20250514',
max_tokens: 1024, // Required (not optional like OpenAI)
system: 'You are helpful.', // Separate from messages
messages: [
{ role: 'user', content: 'Hello' },
],
});
console.log(response.content[0].text);
Key Differences
max_tokensis required — OpenAI defaults it, Anthropic requires itsystemis a top-level param — not a message in the array- First message must be
user— can't start with assistant - Messages must alternate — no two user or two assistant messages in a row
- Response shape —
content[0].textnotchoices[0].message.content - Streaming events — different event types and structure
Tool Use Migration
// OpenAI tool definition
{ type: 'function', function: { name: 'get_weather', parameters: { ... } } }
// Anthropic tool definition
{ name: 'get_weather', input_schema: { ... } } // Flatter structure
Grep & Replace
# Find all OpenAI imports
grep -rn "from 'openai'" --include="*.ts" .
grep -rn "import OpenAI" --include="*.ts" .
# Find response access patterns to update
grep -rn "choices\[0\]" --include="*.ts" .
grep -rn "message.content" --include="*.ts" . # May need updating
Output
- All
openaiimports replaced with@claude-ai/sdk - Response access patterns updated (
choices[0].message.content→content[0].text) - System prompts moved from messages array to top-level
systemparameter max_tokensadded to all API calls (required, not optional)- Tool definitions restructured to Anthropic format
Error Handling
| Error | Cause | Solution |
|-------|-------|----------|
| API Error | Check error type and status code | See clade-common-errors |
Examples
See API Mapping table, Before/After SDK code, Key Differences list, Tool Use Migration, and Grep & Replace commands above.
Resources
Next Steps
See clade-sdk-patterns for production Anthropic SDK patterns.
Prerequisites
- Existing OpenAI integration to migrate
- Access to codebase with search capability
- Test suite for comparing outputs between providers