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How To Use Marvin Ai

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What it is

Marvin turns Python functions into structured AI tools without the usual prompt-engineering boilerplate.

Install / set up

The fastest demo is classification. Give Marvin a string and a list of labels, and it returns the best match as a typed value.

First run

Marvin is thin on purpose. It does not ship a vector store, a chat UI, or an agent loop — if you need those, pair it with LangChain or ControlFlow (also from Prefect). Treat Marvin as the “typed function” layer and compose it with heavier frameworks.

Everyday workflows

Python developers who want LLM features inside existing services without adopting a full agent framework. If you already live in FastAPI, Prefect, or a data pipeline and you need structured outputs today, Marvin slots in cleanly.

Gotchas and tips

Who it’s for