classification

StartLux-Decision

+387

Open decision models from 0.8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. Engine for vLLM, llama.cpp and MLX.

laya

+580

Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.

supervision

+146

We write your reusable computer vision tools. 💜

MAPIE

+47

A scikit-learn-compatible library for estimating prediction intervals and controlling risks, based on conformal predictions.

feder-cr/jev

+37

jevos: an open-source alternative to Jev and Microsoft-Decision-1. Yes/no decisions, choices and scores with probabilities, on your laptop's CPU.

receptron/laya

+27

Run Laya, the open-source Jev-compatible System-1 decision model, from Node.js / TypeScript via ONNX Runtime

labelme

+13

Image annotation with Python. Supports polygon, rectangle, circle, line, point, and AI-assisted annotation.

jeffy

+9

Pretrained text classifiers you can run and retrain on CPU

classifier-dev

+9

Zero-shot text classification over plain HTTP — no API key, no account. One Cloudflare Worker, a CLI, and an MCP server. https://classifier.dev