Develop with APIs

Use the API Quick Start to connect an application, capture evidence, save Memory, and prepare context for one request. It uses a local Server and needs no model for explicit writes.

Choose an interface for your application: the async Python Client and HTTP API connect to a running Server, while the Core SDK supports in-process composition. MCP exposes a curated subset for Agents.

• HTTP behavior: authentication, request IDs, errors, and concurrency.
• HTTP API: generated endpoints and schemas.
• Python API: generated Python documentation.
• Python Agent frameworks: community adapters with their own lifecycles.