HexyeDEV/JevPR

HexyeDEV/JevPR on GitHub

Stars: 9
Forks: 2
Language: Python
License: Apache-2.0
Last push: 21 Sep 2026

Read from GitHub on 24 Sep 2026. Counts change daily.

How it uses Jev

async with AsyncTypeSafeClient() as client:
    response = await client.system_one(state=state, questions=questions)

self.logger.info(
    "jev response received",
    extra={
        "repository": context.repository,
        "number": context.number,
        "noul_count": len(response.nouls),
        "score_count": len(response.scores),
    },
)

nouls = response.nouls
scores = response.scores

View in src/JevPR/providers/jev.py

Open on GitHub

Use casesHierarchical classification

Ran Jev against an existing classifier eval that previously used Gemini 2.5 Flash Lite

Vercel CTO reports Jev saturated an existing classifier eval that had used Gemini 2.5 Flash Lite and ran about 6x faster. Original post; TypeSafe's quote-tweet is a separate item.

Malte Ubl (@cramforce)Open

220k viewsSpeed vs Gemini 6x faster

ProjectHierarchical classification+1

SetFit: efficient few-shot text classification

Fine-tunes Sentence Transformer embeddings plus a lightweight head for high-accuracy classification from a handful of labeled examples, with no prompting. The standard cheap alternative to an LLM classification call when the label set is fixed. Star count is GitHub's rounded display figure.

huggingface2.8k starsOpen

AlternativeSupport inbox triage+2

kyotofin/tax-doc-classifier

A TypeScript classifier that sends each PDF page's text to Jev as a choice over 261 IRS forms and 7 page kinds, with a second call only for five corporate forms and their schedules. Its eval reports 0 wrong pages on 314 filled TaxCalcBench forms at about $0.001 per page, 34x cheaper and 6x faster than the Sonnet pipeline it replaced.

Nakshatra Saxena (@nedwize)Open

419 starsCost per page $0.001vs prior setup 34x cheaper

ProjectHierarchical classification+1

commit-miner

Rust CLI that classifies Git commit diffs and messages with Jev, labelling bug fixes, security fixes with CWEs, and change types. Scans a local repo or remote URL and exports HTML or CSV reports.

devanshbatham36 starsOpen

ToolHierarchical classification+1

reachjalil/jev-tree

Recursive Choice over a taxonomy. Jev can only list 255 options in one choice question, so jev-tree walks a JSON shape and calls it once per level or partition, letting you select among thousands of leaves.