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Get Started Free →Production-ready Anthropic SDK patterns — client config, retries, timeouts, Use when working with sdk-patterns patterns. error handling, TypeScript types, and async patterns. Trigger with "anthropic sdk", "claude client setup", "anthropic typescript", "anthropic python patterns".
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 27% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 120% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 51% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 13% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 91% | 0% |
Production patterns for the @claude-ai/sdk (TypeScript) and anthropic (Python) SDKs.
typescriptimport Anthropic from '@claude-ai/sdk'; // Default — reads ANTHROPIC_API_KEY from env const client = new Anthropic(); // Full configuration const client = new Anthropic({ apiKey: process.env.ANTHROPIC_API_KEY, // default: env var maxRetries: 3, // default: 2 timeout: 60_000, // default: 10 minutes baseURL: 'https://api.anthropic.com', // override for proxies defaultHeaders: { // custom headers 'claude-beta': 'prompt-caching-2024-07-31', }, });
pythonimport anthropic # Sync client client = anthropic.Anthropic() # Async client client = anthropic.AsyncAnthropic() # Full configuration client = anthropic.Anthropic( api_key=os.environ["ANTHROPIC_API_KEY"], max_retries=3, timeout=60.0, base_url="https://api.anthropic.com", default_headers={"claude-beta": "prompt-caching-2024-07-31"}, )
typescriptimport Anthropic from '@claude-ai/sdk'; try { const message = await client.messages.create({ ... }); } catch (err) { if (err instanceof Anthropic.AuthenticationError) { // 401 — bad API key } else if (err instanceof Anthropic.RateLimitError) { // 429 — back off and retry } else if (err instanceof Anthropic.APIError) { // All other API errors console.error(err.status, err.error?.type, err.message); } else if (err instanceof Anthropic.APIConnectionError) { // Network failure — DNS, timeout, etc. } }
pythontry: message = client.messages.create(...) except anthropic.AuthenticationError: ... # 401 except anthropic.RateLimitError: ... # 429 except anthropic.APIStatusError as e: print(e.status_code, e.message) except anthropic.APIConnectionError: ... # network failure
typescriptconst stream = client.messages.stream({ model: 'claude-sonnet-4-20250514', max_tokens: 2048, messages, }); stream.on('text', (text) => process.stdout.write(text)); stream.on('error', (err) => console.error('Stream error:', err)); stream.on('end', () => console.log('\nDone')); const finalMessage = await stream.finalMessage();
typescriptconst stream = await client.messages.create({ model: 'claude-sonnet-4-20250514', max_tokens: 2048, messages, stream: true, }); for await (const event of stream) { if (event.type === 'content_block_delta') { process.stdout.write(event.delta.text || ''); } }
pythonwith client.messages.stream( model="claude-sonnet-4-20250514", max_tokens=2048, messages=messages, ) as stream: for text in stream.text_stream: print(text, end="", flush=True) message = stream.get_final_message()
typescriptimport Anthropic from '@claude-ai/sdk'; // Message types type Message = Anthropic.Message; type MessageParam = Anthropic.MessageParam; type ContentBlock = Anthropic.ContentBlock; type TextBlock = Anthropic.TextBlock; type ToolUseBlock = Anthropic.ToolUseBlock; // Tool types type Tool = Anthropic.Tool; type ToolResultBlockParam = Anthropic.ToolResultBlockParam; // Request/response type MessageCreateParams = Anthropic.MessageCreateParams;
typescriptconst message = await client.messages.create({ model: 'claude-sonnet-4-20250514', max_tokens: 1024, system: [ { type: 'text', text: longSystemPrompt, // 1024+ tokens to be cacheable cache_control: { type: 'ephemeral' }, }, ], messages: [{ role: 'user', content: userQuestion }], }, { headers: { 'claude-beta': 'prompt-caching-2024-07-31' }, }); // Cache hit: 90% cheaper on input tokens // message.usage.cache_creation_input_tokens / cache_read_input_tokens
typescript// Submit up to 10,000 messages as a batch (50% cheaper, 24h SLA) const batch = await client.messages.batches.create({ requests: items.map((item, i) => ({ custom_id: `item-${i}`, params: { model: 'claude-sonnet-4-20250514', max_tokens: 1024, messages: [{ role: 'user', content: item.prompt }], }, })), }); // Poll for completion let status = await client.messages.batches.retrieve(batch.id); while (status.processing_status !== 'ended') { await new Promise(r => setTimeout(r, 30000)); status = await client.messages.batches.retrieve(batch.id); }
See Client Configuration, Error Handling, Streaming Patterns, TypeScript Types, Prompt Caching, and Message Batches sections above for complete code examples.
See clade-rate-limits for throughput optimization.
clade-install-authOther measured skills in the registry, with their headline benchmark lift.