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Anil-matcha/awesome-jev-by-typesafe

Independent community collection of use cases, patterns, prompts and starter code for Jev, explicitly not official. It also links sibling collections by the same author and two related projects that report their own cost figures.

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Anil-matcha/awesome-jev-by-typesafe on GitHub

Stars
830
Forks
164
Language
Python
License
MIT
Last push
23 Sep 2026

Read from GitHub on . Counts change daily.

This is a community-maintained list, not an official TypeSafe resource, and the README says so directly. It organizes use cases, patterns, prompts and starter code around what Jev is meant for: classify, route, score, detect, rank, extract, verify and gate automation, while keeping control flow, thresholds and side effects in the caller’s code rather than in the model.

The repository predates Jev: its commit history starts in May 2023.

It links out to sibling collections by the same author and to two linked projects with their own numbers: a technical SEO audit study that crawled 1,204 pages and ran 4,816 typed judgments per run, at $0.0048 for a 12-query triage batch, and a daily arXiv and bioRxiv paper radar that filtered 501 papers for $0.0196 in one measured run. Those figures belong to the linked projects, not to this list.

How it uses Jev

with TypeSafeClient() as client:
    response = client.system_one(
        state=state,
        questions={
            "intent": Choice(
                instructions="What is the customer's main request?",
                criteria={
                    "refund": "The customer wants money returned.",
                    "technical_help": "The customer needs a bug or integration fixed.",
                    "information": "The customer is asking for information only.",
                    "other": "None of the other options clearly fits.",
                },
            ),
            "is_urgent": Noul(
                instructions="Does the ticket explicitly communicate time pressure?",

View in examples/python/quickstart.py

Open on GitHub

PrimitivesChoiceScoreNoul

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