# featherless-ai/simple-jev

> A Python server that turns open Hugging Face LLMs into a classifier: it reads next-token logits and returns JSON with choices, rubric scores, or truth judgments without training a separate classifier head.

- Magnitude: 0.4 out of 10 — Steady
- Stars: 585 total · +0 stars on 2026-10-05 (UTC), ≈ 1 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-18 · Last push: 2026-10-03
- GitHub: https://github.com/featherless-ai/simple-jev · Page: https://gitnova.dev/en/r/featherless-ai/simple-jev

## Useful for

- Run a local classification server on Qwen or Gemma via Hugging Face Transformers
- POST context and questions to /v1/classifier to get choice probabilities or rubric scores
- Check whether context supports a claim using the noul or score question type

## Why it’s here

- The repository is 17 days old and already has 585 stars.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 66
- Issues and pull requests: 14
- Watchers: 2
- Average over the last week: 4 per day
- Usual pace: 27 per day

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-10-05 … 2026-11-03: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 14 days

09-22 3.5, 09-23 2.8, 09-24 2.2, 09-25 2.1, 09-26 1.4, 09-27 1.4, 09-28 1.1, 09-29 1.2, 09-30 1.2, 10-01 0.9, 10-02 0.9, 10-03 0.7, 10-04 0.7, 10-05 0.4

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-05 00:17 UTC, updated every 30 minutes.