AI & Agents
MemberJunction treats AI as a first-class platform layer: 15+ AI providers behind a single abstraction, a metadata-driven agent framework, a prompt engine, vector sync, and realtime voice agents — all operating directly on your entities with the same permissions and audit model as everything else.
Start with the guides
Section titled “Start with the guides”- Agent Framework Comparison — how MJ’s agents compare to LangGraph, CrewAI, AutoGen, and the vendor SDKs.
- Agent Memory — the note lifecycle, injection strategies, and the Memory Manager.
- Agent Skills & Plan Mode — reusable capability bundles and human-in-the-loop planning.
- Real-Time Co-Agents — live voice agents and interactive channels.
- Search Scopes & RAG+ — retrieval architecture over your entities.
The packages
Section titled “The packages”The AI stack lives under packages/AI/ — core abstractions, the prompt and agent engines, provider adapters, vectors, and recommendations. Each package page renders its README; the API Reference has the full typed surface.
Agent skills
Section titled “Agent skills”MJ publishes agent skills for AI coding agents — install them in your own project to teach Claude Code MJ-specific workflows.