Local LLM Engines and Tools: Release Tracker

September 19, 2026

Inference engines, runtimes, quantization tools and UIs for running open-weight models locally, as tracked by Local Model Watch. Each page carries the full release history compiled from GitHub, basic project facts and our articles. Version numbers and dates are collected by code, not written by an AI model.

Last updated 2026-09-19 (JST). 24 projects.

Inference engines and runtimes

Project What it is Latest release Released
llama.cpp LLM inference engine written in C/C++ v0.4.1 2026-09-15
Ollama Local LLM runtime that pulls and runs models with a single command v0.34.2 2026-09-16
vLLM High-throughput LLM serving engine built around PagedAttention v0.29.0 2026-09-09
SGLang LLM serving framework known for RadixAttention prefix caching and structured output v0.5.20 2026-09-19
KoboldCpp Single-file runtime that bundles llama.cpp with a web UI and API v1.121 2026-09-16
llamafile Packages model weights and llama.cpp into one executable that runs on any OS without installation 0.10.6 2026-09-16
LocalAI Self-hosted, OpenAI-API-compatible inference server that fronts multiple backends for text, image and audio v4.10.0 2026-09-18
MLC LLM TVM-based compiler that deploys LLMs natively to phones, browsers (WebGPU) and a wide range of GPUs
RamaLama Runs local LLMs inside OCI containers, treating models as container images on Podman or Docker v0.24.0 2026-08-22
exo Framework that clusters everyday devices (Macs, PCs, phones) to run a single model across them v1.0.71 2026-04-24

Quantization, model formats and fine-tuning

Project What it is Latest release Released
ggml Tensor library underlying llama.cpp and whisper.cpp v0.24.0 2026-09-14
ExLlamaV3 Inference library tuned for consumer NVIDIA GPUs v1.5.0 2026-09-13
ik_llama.cpp Fork of llama.cpp focused on CPU and hybrid performance, with its own quantization types (IQ*_K and others)
Unsloth Library for fast, low-VRAM fine-tuning (LoRA / QLoRA) v0.1.811-beta 2026-09-19

UIs and desktop apps

Project What it is Latest release Released
Open WebUI Self-hosted chat UI for Ollama and OpenAI-compatible APIs, with RAG, multi-user support and plugins v0.11.3 2026-08-31
Jan Offline desktop chat app with llama.cpp built in; doubles as a local API server v0.8.4 2026-07-23
text-generation-webui Gradio-based web UI for LLMs that switches between backends such as llama.cpp, ExLlama and Transformers v4.9 2026-05-21
LM Studio CLI (lms) Command-line tool for the LM Studio desktop app: pull, load and serve models from scripts

Image, video and audio

Project What it is Latest release Released
ComfyUI Node-based UI for building image, video and audio generation pipelines v0.36.0 2026-09-16
Diffusers Hugging Face’s Python library for diffusion models; the standard way to run image, video and audio generators from code v0.40.0 2026-08-20
InvokeAI Desktop/web app for image generation with a unified canvas and workflow editor v6.14.1 2026-09-07
whisper.cpp C/C++ port of OpenAI’s Whisper speech recognition on ggml v1.9.4 2026-09-11
TTS WebUI Web UI that brings many text-to-speech and music generation models under one roof v1.5.2 2026-09-01
Stable Diffusion WebUI (AUTOMATIC1111) The classic web UI for Stable Diffusion, with a large extension ecosystem v1.10.1 2025-02-09