Developer Guide

This guide covers topics for developers integrating with, extending, or operating the Memory platform.

• Provider Setup

  Configure LLM providers (Google AI, Vertex AI) at the org or project level. Manage API keys, model overrides, and track token usage and costs.

• MCP Servers

  Register external MCP servers (stdio, SSE, HTTP) and the built-in Memory MCP server. Browse the official MCP registry and install community servers.

• Extraction Pipeline

  Monitor and control extraction jobs that turn documents into graph objects. View per-job logs including LLM calls, token counts, and created objects.

• Email Setup

  Configure Mailgun to enable transactional email (invitations, notifications). Understand the async job queue and delivery tracking.

• Health & Ops

  Health check endpoints, the diagnostics probe, debug stats, and the auto-generated OpenAPI spec.

• Security Scopes

  Complete reference for all 38 permission scopes, umbrella scope expansions, and which scopes are assignable to API tokens.

• CLI Reference

  Reference for memory init, memory ask, memory adk-sessions, memory mcp-guide, and memory install-memory-skills.