Embedded library quickstart | Quickstarts

SurrealDB Agent Memory runs as a horizontally scalable service in front of SurrealDB. Integrate through:

HTTP - /api/v1/{context_id}/... (REST API)
MCP - /mcp on the same port
Generated SDKs - Python (surrealdb) and TypeScript (@surrealdb/spectron)
Harness adapters - LangChain, Vercel AI SDK, OpenAI Agents, n8n, Claude Code hook (Integrations)

In-process library

There is no supported in-process API that runs extraction and recall inside your application binary without the SurrealDB Agent Memory server. Rust, Python, and TypeScript agents call the HTTP API or SDK against a deployed SurrealDB Agent Memory instance.

What to use

Goal	Use
Python / TypeScript agent	Python or JavaScript SDK
Coding assistant	MCP install
LangChain / Vercel AI / OpenAI Agents	Framework adapters
Hosted SurrealDB Agent Memory	Hosted quickstart

See also Embedded library for Rust-specific notes.