unsloth

⚡ Get started

Download the native Unsloth Desktop app for your operating system:

Download from Unsloth or GitHub Releases.

Or if you prefer to install manually:

macOS, Linux, WSL:

curl -fsSL https://unsloth.ai/install.sh | sh

Windows:

irm https://unsloth.ai/install.ps1 | iex

Docker:

The Unsloth Docker image unsloth/unsloth is available on Docker. Read guide.

Homebrew:

brew install --cask unsloth

Winget (Windows):

winget install --id UnslothAI.Unsloth -e

Community:

• Discord
• 𝕏 (Twitter)
• Reddit

⭐ Features

Unsloth works on Windows, Linux, WSL and macOS. We support Multi GPU setups, NVIDIA, AMD, Intel GPUs, CPUs and the Vulkan backend.

Run & Build with AI

• Run and train LLMs, MLX, GGUF, diffusion, decision, embedding, audio models: Qwen3.8, GLM-5.3-Flash, Kimi K3, Qwen-Image-2.1, MiniMax-H3, DeepSeek-V4, Gemma 4.
• Agents & Tools: Use local models with Claude Code, Codex, and MCP, including tool calling and code execution.
• Browser use: Navigate sites, fill out forms, read PDFs, and edit files beside your chat with a local model.
• Sandboxing: Restrict which files your model can access when it runs commands in a sandbox.
• Search & RAG: Use private and unlimited web search, deep research, auto-compaction (rolling context window) and RAG.
• Image and video: Run and train image and video diffusion or multimodal models
• Remote & LAN: Access your local models from any device on LAN or remotely through secure Cloudflare HTTPS.
• Connect: Serve models through an OpenAI compatible API. Also connect your ChatGPT/Codex subscription and cloud providers

Train & Deploy

• Fine-tuning: Train LLMs, diffusion, decision, TTS, and embedding models 2× faster with 70% less VRAM with no accuracy loss
• Complete support: Supports reinforcement learning, LoRA, QLoRA, full fine tuning, pretraining, RL, GRPO, DPO, and FP8.
• Export & Deploy: Export or Deploy models including GGUF, NVFP4, FP8 and more formats.
• Datasets: Build datasets from PDFs, CSVs, DOCX files, and more with Data Recipes.

🚀 Unsloth Start

Unsloth Start connects Claude Code, Codex and other agents to local models with one command.

unsloth start claude --model unsloth/Qwen3.8-27B-GGUF:UD-Q4_K_XL

Agent	Command
Claude Code	unsloth start claude
OpenAI Codex	unsloth start codex
Visual Studio Code	unsloth start vscode
DeepSeek Harness	unsloth start dsh
OpenCode	unsloth start opencode
Hermes Agent	unsloth start hermes
Pi	unsloth start pi
OpenClaw	unsloth start openclaw
Mistral Vibe	unsloth start vibe

📥 Install

Unsloth can be used in three ways: Unsloth Desktop, the desktop app; Unsloth Studio, the web UI; or Unsloth Core, the code based version.

This is the beginning of the README. Read the rest at the original. Read the full README ↗