Classification GitHub Repositories (2026) · Open Source Tools

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.

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

Unofficial skill that teaches coding agents to build with TypeSafe AI's Jev: typed decisions, calibrated confidence, and prior art from 150+ community projects.

Full-weight Qwen decision model with calibrated probabilities, training code, REST API, and playground.

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.

Neural Network Compression Framework for enhanced OpenVINO™ inference

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

Go SDK and CLI for TypeSafe Jev: typed decisions (yes/no, choice, score) from a model

Pretrained text classifiers you can run and retrain on CPU

Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.

We write your reusable computer vision tools. 💜

A Python package for time series classification

A comprehensive library for machine learning and numerical computing. Apply Machine Learning with Rust leveraging first principles.

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

Categorise transactions in Actual Budget using AI.

DeepTab is a Python package that simplifies tabular deep learning by providing a suite of models for regression, classification, and distributional regression tasks. It includes models such as Mambular, TabM, FT-Transformer, TabulaRNN, TabTransformer, and tabular ResNets.

autoupdate paper list

A suite of tools for medical image processing focused on brain analysis

C++ app for computer vision inference, supporting multiple tasks and backends.

Classify text in PHP without an LLM bill: typed decisions in 100+ languages, self-hosted. Laravel-ready SDK for Laya, a Jev AI alternative.