# JSON Outputs Implementer Specialized skill for implementing JSON outputs mode with guaranteed schema compliance. ## Purpose This skill handles **end-to-end implementation** of JSON outputs mode (`output_format`), ensuring Claude's responses strictly match your JSON schema. Covers schema design, SDK integration, testing, and production deployment. ## Use Cases - **Data Extraction**: Pull structured info from text/images - **Classification**: Categorize content with guaranteed output format - **API Formatting**: Generate API-ready JSON responses - **Report Generation**: Create structured reports - **Database Operations**: Ensure type-safe inserts/updates ## Prerequisites - Routed here by `structured-outputs-advisor` - Model: Claude Sonnet 4.5 or Opus 4.1 - Beta header: `structured-outputs-2025-11-13` ## Quick Start **Python with Pydantic:** ```python from pydantic import BaseModel from anthropic import Anthropic class Contact(BaseModel): name: str email: str client = Anthropic() response = client.beta.messages.parse( model="claude-sonnet-4-5", betas=["structured-outputs-2025-11-13"], messages=[{"role": "user", "content": "Extract contact..."}], output_format=Contact, ) contact = response.parsed_output # Guaranteed valid ``` **TypeScript with Zod:** ```typescript import { z } from 'zod'; const ContactSchema = z.object({ name: z.string(), email: z.string().email(), }); const response = await client.beta.messages.parse({ model: "claude-sonnet-4-5", betas: ["structured-outputs-2025-11-13"], output_format: betaZodOutputFormat(ContactSchema), messages: [...] }); ``` ## What You'll Learn 1. **Schema Design** - Respecting JSON Schema limitations 2. **SDK Integration** - Pydantic/Zod helpers 3. **Error Handling** - Refusals, token limits, validation 4. **Production Optimization** - Caching, monitoring, cost tracking 5. **Testing** - Comprehensive validation strategies ## Examples - [contact-extraction.py](./examples/contact-extraction.py) - Extract contact info - [invoice-extraction.py](./examples/invoice-extraction.py) - Complex nested schemas ## Related Skills - [`structured-outputs-advisor`](../structured-outputs-advisor/) - Choose the right mode - [`strict-tool-implementer`](../strict-tool-implementer/) - For tool validation ## Reference Materials - [JSON Schema Limitations](../reference/json-schema-limitations.md) - [Best Practices](../reference/best-practices.md) - [API Compatibility](../reference/api-compatibility.md) ## Version Current version: 0.1.0 See [CHANGELOG.md](./CHANGELOG.md) for version history.