Use cases

Is Jev open source?

The short answer: the Jev model itself is a hosted, closed-weight System One model from TypeSafe AI, so there are no weights to download. The tooling around it — an MCP server and client integrations on GitHub — is open, and you reach the model over a simple API.

People searching for Jev open source usually want one of two things: the model weights to run locally, or the GitHub repos that let an agent call Jev. The weights are not published — Jev is served from TypeSafe AI's endpoint, the same way most calibrated models ship. What is open is the layer you build with, so you never have to reverse-engineer the protocol.

What is on GitHub

The Jev MCP server (github.com/codaaiteam/jev-mcp) is open and lets any agent — Claude, Cursor, or your own loop — call Jev's classify, score, check, gate and decide primitives as tools. You can read the source, fork it, and run it yourself against your own key. Client snippets for the hosted endpoint are open too, so wiring Jev into an app is copy-paste, not guesswork.

Why the model is hosted, not open-weight

Jev is trained with RLCD to return calibrated probabilities, and calibration is only meaningful against a pinned, versioned model. Hosting keeps that version stable so the confidence numbers your thresholds depend on do not drift under you. It also means you get roughly 70–500ms latency and pay about $0.001 per decision — billed by input tokens at $0.42 per million, output free — without standing up any inference of your own.

If you need local inference

There is no open-weight Jev build to self-host today, so if you are looking at running Jev local you are really choosing between the hosted API and a heavier open LLM you would have to calibrate yourself. For typed, low-latency decisions the hosted endpoint is the practical path: POST https://jevtypesafeai.com/api/v1/decide with a jv_live_ key, or the official POST https://api.typesafe.ai/v1/systemone.

See also: Jev ecosystem & tools · What is Jev · Playground

Related: Jev local · Jev models · System One model

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Is Jev open source? Model, GitHub and licensing · Jev by TypeSafe AI