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Feb 1, 2026
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Ollama
Get up and running with large language models.
macOS
Windows
Linux
curl -fsSL https://ollama.com/install.sh | sh
Docker
The official Ollama Docker image
ollama/ollamaLibraries
Community
Quickstart
To run and chat with Gemma 3:
ollama run gemma3
Model library
Ollama supports a list of models available on ollama.com/library
Here are some example models that can be downloaded:
| Model | Parameters | Size | Download |
|---|---|---|---|
| Gemma 3 | 1B | 815MB | |
| Gemma 3 | 4B | 3.3GB | |
| Gemma 3 | 12B | 8.1GB | |
| Gemma 3 | 27B | 17GB | |
| QwQ | 32B | 20GB | |
| DeepSeek-R1 | 7B | 4.7GB | |
| DeepSeek-R1 | 671B | 404GB | |
| Llama 4 | 109B | 67GB | |
| Llama 4 | 400B | 245GB | |
| Llama 3.3 | 70B | 43GB | |
| Llama 3.2 | 3B | 2.0GB | |
| Llama 3.2 | 1B | 1.3GB | |
| Llama 3.2 Vision | 11B | 7.9GB | |
| Llama 3.2 Vision | 90B | 55GB | |
| Llama 3.1 | 8B | 4.7GB | |
| Llama 3.1 | 405B | 231GB | |
| Phi 4 | 14B | 9.1GB | |
| Phi 4 Mini | 3.8B | 2.5GB | |
| Mistral | 7B | 4.1GB | |
| Moondream 2 | 1.4B | 829MB | |
| Neural Chat | 7B | 4.1GB | |
| Starling | 7B | 4.1GB | |
| Code Llama | 7B | 3.8GB | |
| Llama 2 Uncensored | 7B | 3.8GB | |
| LLaVA | 7B | 4.5GB | |
| Granite-3.3 | 8B | 4.9GB | |
[!NOTE] You should have at least 8 GB of RAM available to run the 7B models, 16 GB to run the 13B models, and 32 GB to run the 33B models.
Customize a model
Import from GGUF
Ollama supports importing GGUF models in the Modelfile:
-
Create a file named
, with aModelfile
instruction with the local filepath to the model you want to import.FROMFROM ./vicuna-33b.Q4_0.gguf -
Create the model in Ollama
ollama create example -f Modelfile -
Run the model
ollama run example
Import from Safetensors
See the guide on importing models for more information.
Customize a prompt
Models from the Ollama library can be customized with a prompt. For example, to customize the
llama3.2ollama pull llama3.2
Create a
ModelfileFROM llama3.2 # set the temperature to 1 [higher is more creative, lower is more coherent] PARAMETER temperature 1 # set the system message SYSTEM """ You are Mario from Super Mario Bros. Answer as Mario, the assistant, only. """
Next, create and run the model:
ollama create mario -f ./Modelfile ollama run mario >>> hi Hello! It's your friend Mario.
For more information on working with a Modelfile, see the Modelfile documentation.
CLI Reference
Create a model
ollama createollama create mymodel -f ./Modelfile
Pull a model
ollama pull llama3.2
This command can also be used to update a local model. Only the diff will be pulled.
Remove a model
ollama rm llama3.2
Copy a model
ollama cp llama3.2 my-model
Multiline input
For multiline input, you can wrap text with
""">>> """Hello, ... world! ... """ I'm a basic program that prints the famous "Hello, world!" message to the console.
Multimodal models
ollama run llava "What's in this image? /Users/jmorgan/Desktop/smile.png"
Output: The image features a yellow smiley face, which is likely the central focus of the picture.
Pass the prompt as an argument
ollama run llama3.2 "Summarize this file: $(cat README.md)"
Output: Ollama is a lightweight, extensible framework for building and running language models on the local machine. It provides a simple API for creating, running, and managing models, as well as a library of pre-built models that can be easily used in a variety of applications.
Show model information
ollama show llama3.2
List models on your computer
ollama list
List which models are currently loaded
ollama ps
Stop a model which is currently running
ollama stop llama3.2
Generate embeddings from the CLI
ollama run embeddinggemma "Your text to embed"
You can also pipe text for scripted workflows:
echo "Your text to embed" | ollama run embeddinggemma
Start Ollama
ollama serveBuilding
See the developer guide
Running local builds
Next, start the server:
./ollama serve
Finally, in a separate shell, run a model:
./ollama run llama3.2
Building with MLX (experimental)
First build the MLX libraries:
cmake --preset MLX cmake --build --preset MLX --parallel cmake --install build --component MLX
When building with the
-tags mlxollamago build -tags mlx .
Finally, start the server:
./ollama serve
Building MLX with CUDA
When building with CUDA, use the preset "MLX CUDA 13" or "MLX CUDA 12" to enable CUDA with default architectures:
cmake --preset 'MLX CUDA 13' cmake --build --preset 'MLX CUDA 13' --parallel cmake --install build --component MLX
REST API
Ollama has a REST API for running and managing models.
Generate a response
curl http://localhost:11434/api/generate -d '{ "model": "llama3.2", "prompt":"Why is the sky blue?" }'
Chat with a model
curl http://localhost:11434/api/chat -d '{ "model": "llama3.2", "messages": [ { "role": "user", "content": "why is the sky blue?" } ] }'
See the API documentation for all endpoints.
Community Integrations
Web & Desktop
- Onyx
- Open WebUI
- SwiftChat (macOS with ReactNative)
- Enchanted (macOS native)
- Hollama
- Lollms WebUI (Single user)
- Lollms (Multi users)
- LibreChat
- Bionic GPT
- HTML UI
- AI-UI
- Saddle
- TagSpaces (A platform for file-based apps, utilizing Ollama for the generation of tags and descriptions)
- Chatbot UI
- Chatbot UI v2
- Typescript UI
- Minimalistic React UI for Ollama Models
- Ollamac
- big-AGI
- Cheshire Cat assistant framework
- Amica
- chatd
- Ollama-SwiftUI
- Dify.AI
- MindMac
- NextJS Web Interface for Ollama
- Msty
- Chatbox
- WinForm Ollama Copilot
- NextChat with Get Started Doc
- Alpaca WebUI
- OllamaGUI
- OpenAOE
- Odin Runes
- LLM-X (Progressive Web App)
- AnythingLLM (Docker + MacOs/Windows/Linux native app)
- Screenpipe (24/7 screen & mic recording with AI-powered search, uses Ollama for local LLM features)
- Ollama Basic Chat: Uses HyperDiv Reactive UI
- Ollama-chats RPG
- IntelliBar (AI-powered assistant for macOS)
- Jirapt (Jira Integration to generate issues, tasks, epics)
- ojira (Jira chrome plugin to easily generate descriptions for tasks)
- QA-Pilot (Interactive chat tool that can leverage Ollama models for rapid understanding and navigation of GitHub code repositories)
- ChatOllama (Open Source Chatbot based on Ollama with Knowledge Bases)
- CRAG Ollama Chat (Simple Web Search with Corrective RAG)
- RAGFlow (Open-source Retrieval-Augmented Generation engine based on deep document understanding)
- StreamDeploy (LLM Application Scaffold)
- chat (chat web app for teams)
- Lobe Chat with Integrating Doc
- Ollama RAG Chatbot (Local Chat with multiple PDFs using Ollama and RAG)
- BrainSoup (Flexible native client with RAG & multi-agent automation)
- macai (macOS client for Ollama, ChatGPT, and other compatible API back-ends)
- RWKV-Runner (RWKV offline LLM deployment tool, also usable as a client for ChatGPT and Ollama)
- Ollama Grid Search (app to evaluate and compare models)
- Olpaka (User-friendly Flutter Web App for Ollama)
- Casibase (An open source AI knowledge base and dialogue system combining the latest RAG, SSO, ollama support, and multiple large language models.)
- OllamaSpring (Ollama Client for macOS)
- LLocal.in (Easy to use Electron Desktop Client for Ollama)
- Shinkai Desktop (Two click install Local AI using Ollama + Files + RAG)
- AiLama (A Discord User App that allows you to interact with Ollama anywhere in Discord)
- Ollama with Google Mesop (Mesop Chat Client implementation with Ollama)
- R2R (Open-source RAG engine)
- Ollama-Kis (A simple easy-to-use GUI with sample custom LLM for Drivers Education)
- OpenGPA (Open-source offline-first Enterprise Agentic Application)
- Painting Droid (Painting app with AI integrations)
- Kerlig AI (AI writing assistant for macOS)
- AI Studio
- Sidellama (browser-based LLM client)
- LLMStack (No-code multi-agent framework to build LLM agents and workflows)
- BoltAI for Mac (AI Chat Client for Mac)
- Harbor (Containerized LLM Toolkit with Ollama as default backend)
- PyGPT (AI desktop assistant for Linux, Windows, and Mac)
- Alpaca (An Ollama client application for Linux and macOS made with GTK4 and Adwaita)
- AutoGPT (AutoGPT Ollama integration)
- Go-CREW (Powerful Offline RAG in Golang)
- PartCAD (CAD model generation with OpenSCAD and CadQuery)
- Ollama4j Web UI - Java-based Web UI for Ollama built with Vaadin, Spring Boot, and Ollama4j
- PyOllaMx - macOS application capable of chatting with both Ollama and Apple MLX models.
- Cline - Formerly known as Claude Dev is a VS Code extension for multi-file/whole-repo coding
- Void (Open source AI code editor and Cursor alternative)
- Cherry Studio (Desktop client with Ollama support)
- ConfiChat (Lightweight, standalone, multi-platform, and privacy-focused LLM chat interface with optional encryption)
- Archyve (RAG-enabling document library)
- crewAI with Mesop (Mesop Web Interface to run crewAI with Ollama)
- Tkinter-based client (Python tkinter-based Client for Ollama)
- LLMChat (Privacy focused, 100% local, intuitive all-in-one chat interface)
- Local Multimodal AI Chat (Ollama-based LLM Chat with support for multiple features, including PDF RAG, voice chat, image-based interactions, and integration with OpenAI.)
- ARGO (Locally download and run Ollama and Huggingface models with RAG and deep research on Mac/Windows/Linux)
- OrionChat - OrionChat is a web interface for chatting with different AI providers
- G1 (Prototype of using prompting strategies to improve the LLM's reasoning through o1-like reasoning chains.)
- Web management (Web management page)
- Promptery (desktop client for Ollama.)
- Ollama App (Modern and easy-to-use multi-platform client for Ollama)
- chat-ollama (a React Native client for Ollama)
- SpaceLlama (Firefox and Chrome extension to quickly summarize web pages with ollama in a sidebar)
- YouLama (Webapp to quickly summarize any YouTube video, supporting Invidious as well)
- DualMind (Experimental app allowing two models to talk to each other in the terminal or in a web interface)
- ollamarama-matrix (Ollama chatbot for the Matrix chat protocol)
- ollama-chat-app (Flutter-based chat app)
- Perfect Memory AI (Productivity AI assists personalized by what you have seen on your screen, heard, and said in the meetings)
- Hexabot (A conversational AI builder)
- Reddit Rate (Search and Rate Reddit topics with a weighted summation)
- OpenTalkGpt (Chrome Extension to manage open-source models supported by Ollama, create custom models, and chat with models from a user-friendly UI)
- VT (A minimal multimodal AI chat app, with dynamic conversation routing. Supports local models via Ollama)
- Nosia (Easy to install and use RAG platform based on Ollama)
- Witsy (An AI Desktop application available for Mac/Windows/Linux)
- Abbey (A configurable AI interface server with notebooks, document storage, and YouTube support)
- Minima (RAG with on-premises or fully local workflow)
- aidful-ollama-model-delete (User interface for simplified model cleanup)
- Perplexica (An AI-powered search engine & an open-source alternative to Perplexity AI)
- Ollama Chat WebUI for Docker (Support for local docker deployment, lightweight ollama webui)
- AI Toolkit for Visual Studio Code (Microsoft-official VS Code extension to chat, test, evaluate models with Ollama support, and use them in your AI applications.)
- MinimalNextOllamaChat (Minimal Web UI for Chat and Model Control)
- Chipper AI interface for tinkerers (Ollama, Haystack RAG, Python)
- ChibiChat (Kotlin-based Android app to chat with Ollama and Koboldcpp API endpoints)
- LocalLLM (Minimal Web-App to run ollama models on it with a GUI)
- Ollamazing (Web extension to run Ollama models)
- OpenDeepResearcher-via-searxng (A Deep Research equivalent endpoint with Ollama support for running locally)
- AntSK (Out-of-the-box & Adaptable RAG Chatbot)
- MaxKB (Ready-to-use & flexible RAG Chatbot)
- yla (Web interface to freely interact with your customized models)
- LangBot (LLM-based instant messaging bots platform, with Agents, RAG features, supports multiple platforms)
- 1Panel (Web-based Linux Server Management Tool)
- AstrBot (User-friendly LLM-based multi-platform chatbot with a WebUI, supporting RAG, LLM agents, and plugins integration)
- Reins (Easily tweak parameters, customize system prompts per chat, and enhance your AI experiments with reasoning model support.)
- Flufy (A beautiful chat interface for interacting with Ollama's API. Built with React, TypeScript, and Material-UI.)
- Ellama (Friendly native app to chat with an Ollama instance)
- screenpipe Build agents powered by your screen history
- Ollamb (Simple yet rich in features, cross-platform built with Flutter and designed for Ollama. Try the web demo.)
- Writeopia (Text editor with integration with Ollama)
- AppFlowy (AI collaborative workspace with Ollama, cross-platform and self-hostable)
- Lumina (A lightweight, minimal React.js frontend for interacting with Ollama servers)
- Tiny Notepad (A lightweight, notepad-like interface to chat with ollama available on PyPI)
- macLlama (macOS native) (A native macOS GUI application for interacting with Ollama models, featuring a chat interface.)
- GPTranslate (A fast and lightweight, AI powered desktop translation application written with Rust and Tauri. Features real-time translation with OpenAI/Azure/Ollama.)
- ollama launcher (A launcher for Ollama, aiming to provide users with convenient functions such as ollama server launching, management, or configuration.)
- ai-hub (AI Hub supports multiple models via API keys and Chat support via Ollama API.)
- Mayan EDMS (Open source document management system to organize, tag, search, and automate your files with powerful Ollama driven workflows.)
- Serene Pub (Beginner friendly, open source AI Roleplaying App for Windows, Mac OS and Linux. Search, download and use models with Ollama all inside the app.)
- Andes (A Visual Studio Code extension that provides a local UI interface for Ollama models)
- KDeps (Kdeps is an offline-first AI framework for building Dockerized full-stack AI applications declaratively using Apple PKL and integrates APIs with Ollama on the backend.)
- Clueless (Open Source & Local Cluely: A desktop application LLM assistant to help you talk to anything on your screen using locally served Ollama models. Also undetectable to screenshare)
- ollama-co2 (FastAPI web interface for monitoring and managing local and remote Ollama servers with real-time model monitoring and concurrent downloads)
- Hillnote (A Markdown-first workspace designed to supercharge your AI workflow. Create documents ready to integrate with Claude, ChatGPT, Gemini, Cursor, and more - all while keeping your work on your device.)
- Stakpak (An open source, vendor neutral DevOps agent that works with any model, and any stack, for teams who just want to ship)
Cloud
Tutorial
- handy-ollama (Chinese Tutorial for Ollama by Datawhale - China's Largest Open Source AI Learning Community)
Terminal
- oterm
- Ellama Emacs client
- Emacs client
- neollama UI client for interacting with models from within Neovim
- gen.nvim
- ollama.nvim
- ollero.nvim
- ollama-chat.nvim
- ogpt.nvim
- gptel Emacs client
- Oatmeal
- cmdh
- ooo
- shell-pilot(Interact with models via pure shell scripts on Linux or macOS)
- tenere
- llm-ollama for Datasette's LLM CLI.
- typechat-cli
- ShellOracle
- tlm
- podman-ollama
- gollama
- ParLlama
- Ollama eBook Summary
- Ollama Mixture of Experts (MOE) in 50 lines of code
- vim-intelligence-bridge Simple interaction of "Ollama" with the Vim editor
- x-cmd ollama
- bb7
- SwollamaCLI bundled with the Swollama Swift package. Demo
- aichat All-in-one LLM CLI tool featuring Shell Assistant, Chat-REPL, RAG, AI tools & agents, with access to OpenAI, Claude, Gemini, Ollama, Groq, and more.
- PowershAI PowerShell module that brings AI to terminal on Windows, including support for Ollama
- DeepShell Your self-hosted AI assistant. Interactive Shell, Files and Folders analysis.
- orbiton Configuration-free text editor and IDE with support for tab completion with Ollama.
- orca-cli Ollama Registry CLI Application - Browse, pull, and download models from Ollama Registry in your terminal.
- GGUF-to-Ollama - Importing GGUF to Ollama made easy (multiplatform)
- AWS-Strands-With-Ollama - AWS Strands Agents with Ollama Examples
- ollama-multirun - A bash shell script to run a single prompt against any or all of your locally installed ollama models, saving the output and performance statistics as easily navigable web pages. (Demo)
- ollama-bash-toolshed - Bash scripts to chat with tool using models. Add new tools to your shed with ease. Runs on Ollama.
- hle-eval-ollama - Runs benchmarks like "Humanity's Last Exam" (HLE) on your favorite local Ollama models and evaluates the quality of their responses
- VT Code - VT Code is a Rust-based terminal coding agent with semantic code intelligence via Tree-sitter. Ollama integration for running local/cloud models with configurable endpoints.
Apple Vision Pro
- SwiftChat (Cross-platform AI chat app supporting Apple Vision Pro via "Designed for iPad")
- Enchanted
Database
- pgai - PostgreSQL as a vector database (Create and search embeddings from Ollama models using pgvector)
- MindsDB (Connects Ollama models with nearly 200 data platforms and apps)
- chromem-go with example
- Kangaroo (AI-powered SQL client and admin tool for popular databases)
Package managers
Libraries
- LangChain and LangChain.js with example
- Firebase Genkit
- crewAI
- Yacana (User-friendly multi-agent framework for brainstorming and executing predetermined flows with built-in tool integration)
- Strands Agents (A model-driven approach to building AI agents in just a few lines of code)
- Spring AI with reference and example
- LangChainGo with example
- LangChain4j with example
- LangChainRust with example
- LangChain for .NET with example
- LLPhant
- LlamaIndex and LlamaIndexTS
- LiteLLM
- OllamaFarm for Go
- OllamaSharp for .NET
- Ollama for Ruby
- Ollama-rs for Rust
- Ollama-hpp for C++
- Ollama4j for Java
- ModelFusion Typescript Library
- OllamaKit for Swift
- Ollama for Dart
- Ollama for Laravel
- LangChainDart
- Semantic Kernel - Python
- Haystack
- Elixir LangChain
- Ollama for R - rollama
- Ollama for R - ollama-r
- Ollama-ex for Elixir
- Ollama Connector for SAP ABAP
- Testcontainers
- Portkey
- PromptingTools.jl with an example
- LlamaScript
- llm-axe (Python Toolkit for Building LLM Powered Apps)
- Gollm
- Gollama for Golang
- Ollamaclient for Golang
- High-level function abstraction in Go
- Ollama PHP
- Agents-Flex for Java with example
- Parakeet is a GoLang library, made to simplify the development of small generative AI applications with Ollama.
- Haverscript with examples
- Ollama for Swift
- Swollama for Swift with DocC
- GoLamify
- Ollama for Haskell
- multi-llm-ts (A Typescript/JavaScript library allowing access to different LLM in a unified API)
- LlmTornado (C# library providing a unified interface for major FOSS & Commercial inference APIs)
- Ollama for Zig
- Abso (OpenAI-compatible TypeScript SDK for any LLM provider)
- Nichey is a Python package for generating custom wikis for your research topic
- Ollama for D
- OllamaPlusPlus (Very simple C++ library for Ollama)
- any-llm (A single interface to use different llm providers by mozilla.ai)
- any-agent (A single interface to use and evaluate different agent frameworks by mozilla.ai)
- Neuro SAN (Data-driven multi-agent orchestration framework) with example
- achatbot-go a multimodal(text/audio/image) chatbot.
- Ollama Bash Lib - A Bash Library for Ollama. Run LLM prompts straight from your shell, and more
Mobile
- SwiftChat (Lightning-fast Cross-platform AI chat app with native UI for Android, iOS, and iPad)
- Enchanted
- Maid
- Ollama App (Modern and easy-to-use multi-platform client for Ollama)
- ConfiChat (Lightweight, standalone, multi-platform, and privacy-focused LLM chat interface with optional encryption)
- Ollama Android Chat (No need for Termux, start the Ollama service with one click on an Android device)
- Reins (Easily tweak parameters, customize system prompts per chat, and enhance your AI experiments with reasoning model support.)
Extensions & Plugins
- Raycast extension
- Discollama (Discord bot inside the Ollama discord channel)
- Continue
- Vibe (Transcribe and analyze meetings with Ollama)
- Obsidian Ollama plugin
- Logseq Ollama plugin
- NotesOllama (Apple Notes Ollama plugin)
- Dagger Chatbot
- Discord AI Bot
- Ollama Telegram Bot
- Hass Ollama Conversation
- Rivet plugin
- Obsidian BMO Chatbot plugin
- Cliobot (Telegram bot with Ollama support)
- Copilot for Obsidian plugin
- Obsidian Local GPT plugin
- Open Interpreter
- Llama Coder (Copilot alternative using Ollama)
- Ollama Copilot (Proxy that allows you to use Ollama as a copilot like GitHub Copilot)
- twinny (Copilot and Copilot chat alternative using Ollama)
- Wingman-AI (Copilot code and chat alternative using Ollama and Hugging Face)
- Page Assist (Chrome Extension)
- Plasmoid Ollama Control (KDE Plasma extension that allows you to quickly manage/control Ollama model)
- AI Telegram Bot (Telegram bot using Ollama in backend)
- AI ST Completion (Sublime Text 4 AI assistant plugin with Ollama support)
- Discord-Ollama Chat Bot (Generalized TypeScript Discord Bot w/ Tuning Documentation)
- ChatGPTBox: All in one browser extension with Integrating Tutorial
- Discord AI chat/moderation bot Chat/moderation bot written in python. Uses Ollama to create personalities.
- Headless Ollama (Scripts to automatically install ollama client & models on any OS for apps that depend on ollama server)
- Terraform AWS Ollama & Open WebUI (A Terraform module to deploy on AWS a ready-to-use Ollama service, together with its front-end Open WebUI service.)
- node-red-contrib-ollama
- Local AI Helper (Chrome and Firefox extensions that enable interactions with the active tab and customisable API endpoints. Includes secure storage for user prompts.)
- LSP-AI (Open-source language server for AI-powered functionality)
- QodeAssist (AI-powered coding assistant plugin for Qt Creator)
- Obsidian Quiz Generator plugin
- AI Summary Helper plugin
- TextCraft (Copilot in Word alternative using Ollama)
- Alfred Ollama (Alfred Workflow)
- TextLLaMA A Chrome Extension that helps you write emails, correct grammar, and translate into any language
- Simple-Discord-AI
- LLM Telegram Bot (telegram bot, primary for RP. Oobabooga-like buttons, A1111 API integration e.t.c)
- mcp-llm (MCP Server to allow LLMs to call other LLMs)
- SimpleOllamaUnity (Unity Engine extension for communicating with Ollama in a few lines of code. Also works at runtime)
- UnityCodeLama (Unity Editor tool to analyze scripts via Ollama)
- NativeMind (Private, on-device AI Assistant, no cloud dependencies)
- GMAI - Gradle Managed AI (Gradle plugin for automated Ollama lifecycle management during build phases)
- NOMYO Router (A transparent Ollama proxy with model deployment aware routing which auto-manages multiple Ollama instances in a given network)
Supported backends
- llama.cpp project founded by Georgi Gerganov.
Observability
- Opik is an open-source platform to debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards. Opik supports native integration to Ollama.
- Lunary is the leading open-source LLM observability platform. It provides a variety of enterprise-grade features such as real-time analytics, prompt templates management, PII masking, and comprehensive agent tracing.
- OpenLIT is an OpenTelemetry-native tool for monitoring Ollama Applications & GPUs using traces and metrics.
- HoneyHive is an AI observability and evaluation platform for AI agents. Use HoneyHive to evaluate agent performance, interrogate failures, and monitor quality in production.
- Langfuse is an open source LLM observability platform that enables teams to collaboratively monitor, evaluate and debug AI applications.
- MLflow Tracing is an open source LLM observability tool with a convenient API to log and visualize traces, making it easy to debug and evaluate GenAI applications.