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The Enterprise / High-Scale Stack (The 1%)","自動運転","🤖 LLMOps \u0026 GenAI (2024-2025)","🥇 Must-Star Repositories","UI/Interface Tutorials","1、AI应用生态","AI","🤯 LLMs Inference and Serving","Local Inference","go","Tools","Repositories","What does \"size\" mean?","推理与部署","Windows Manager","Local LLM Deployment","DevTools","Bleeding Edge ⚗️","🧠 AI Applications","GPT-LLMs应用","Local LLM Runners","LLM Apps \u0026 Interfaces","Manager","Voice \u0026 Realtime Agents","Frameworks","Offline-First Setup (Self-Hosted)","AI Agent Deployment","Desktop / Local","Inference Platforms","LLMs Backend","Foundational papers","Run locally","Inference Engine","🔧 Framework"],"readme":"\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://ollama.com\"\u003e\n    \u003cimg src=\"https://github.com/ollama/ollama/assets/3325447/0d0b44e2-8f4a-4e99-9b52-a5c1c741c8f7\" alt=\"ollama\" width=\"200\"/\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n# Ollama\n\nStart building with open models.\n\n## Download\n\n### macOS\n\n```shell\ncurl -fsSL https://ollama.com/install.sh | sh\n```\n\nor [download manually](https://ollama.com/download/Ollama.dmg)\n\n### Windows\n\n```shell\nirm https://ollama.com/install.ps1 | iex\n```\n\nor [download manually](https://ollama.com/download/OllamaSetup.exe)\n\n### Linux\n\n```shell\ncurl -fsSL https://ollama.com/install.sh | sh\n```\n\n[Manual install instructions](https://docs.ollama.com/linux#manual-install)\n\n### Docker\n\nThe official [Ollama Docker image](https://hub.docker.com/r/ollama/ollama) `ollama/ollama` is available on Docker Hub.\n\n### Libraries\n\n- [ollama-python](https://github.com/ollama/ollama-python)\n- [ollama-js](https://github.com/ollama/ollama-js)\n\n### Community\n\n- [Discord](https://discord.gg/ollama)\n- [𝕏 (Twitter)](https://x.com/ollama)\n- [Reddit](https://reddit.com/r/ollama)\n\n## Get started\n\n```\nollama\n```\n\nYou'll be prompted to run a model or connect Ollama to your existing agents or applications such as `Claude Code`, `OpenClaw`, `OpenCode` , `Codex`, `Copilot`,  and more.\n\n### Coding\n\nTo launch a specific integration:\n\n```\nollama launch claude\n```\n\nSupported integrations include [Claude Code](https://docs.ollama.com/integrations/claude-code), [Codex](https://docs.ollama.com/integrations/codex), [Copilot CLI](https://docs.ollama.com/integrations/copilot-cli), [Droid](https://docs.ollama.com/integrations/droid), and [OpenCode](https://docs.ollama.com/integrations/opencode).\n\n### AI assistant\n\nUse [OpenClaw](https://docs.ollama.com/integrations/openclaw) to turn Ollama into a personal AI assistant across WhatsApp, Telegram, Slack, Discord, and more:\n\n```\nollama launch openclaw\n```\n\n### Chat with a model\n\nRun and chat with [Gemma 3](https://ollama.com/library/gemma3):\n\n```\nollama run gemma3\n```\n\nSee [ollama.com/library](https://ollama.com/library) for the full list.\n\nSee the [quickstart guide](https://docs.ollama.com/quickstart) for more details.\n\n## REST API\n\nOllama has a REST API for running and managing models.\n\n```\ncurl http://localhost:11434/api/chat -d '{\n  \"model\": \"gemma3\",\n  \"messages\": [{\n    \"role\": \"user\",\n    \"content\": \"Why is the sky blue?\"\n  }],\n  \"stream\": false\n}'\n```\n\nSee the [API documentation](https://docs.ollama.com/api) for all endpoints.\n\n### Python\n\n```\npip install ollama\n```\n\n```python\nfrom ollama import chat\n\nresponse = chat(model='gemma3', messages=[\n  {\n    'role': 'user',\n    'content': 'Why is the sky blue?',\n  },\n])\nprint(response.message.content)\n```\n\n### JavaScript\n\n```\nnpm i ollama\n```\n\n```javascript\nimport ollama from \"ollama\";\n\nconst response = await ollama.chat({\n  model: \"gemma3\",\n  messages: [{ role: \"user\", content: \"Why is the sky blue?\" }],\n});\nconsole.log(response.message.content);\n```\n\n## Supported backends\n\n- [llama.cpp](https://github.com/ggml-org/llama.cpp) project founded by Georgi Gerganov.\n\n## Documentation\n\n- [CLI reference](https://docs.ollama.com/cli)\n- [REST API reference](https://docs.ollama.com/api)\n- [Importing models](https://docs.ollama.com/import)\n- [Modelfile reference](https://docs.ollama.com/modelfile)\n- [Building from source](https://github.com/ollama/ollama/blob/main/docs/development.md)\n\n## Community Integrations\n\n\u003e Want to add your project? Open a pull request.\n\n### Chat Interfaces\n\n#### Web\n\n- [Open WebUI](https://github.com/open-webui/open-webui) - Extensible, self-hosted AI interface\n- [Onyx](https://github.com/onyx-dot-app/onyx) - Connected AI workspace\n- [LibreChat](https://github.com/danny-avila/LibreChat) - Enhanced ChatGPT clone with multi-provider support\n- [Lobe Chat](https://github.com/lobehub/lobe-chat) - Modern chat framework with plugin ecosystem ([docs](https://lobehub.com/docs/self-hosting/examples/ollama))\n- [NextChat](https://github.com/ChatGPTNextWeb/ChatGPT-Next-Web) - Cross-platform ChatGPT UI ([docs](https://docs.nextchat.dev/models/ollama))\n- [Perplexica](https://github.com/ItzCrazyKns/Perplexica) - AI-powered search engine, open-source Perplexity alternative\n- [big-AGI](https://github.com/enricoros/big-AGI) - AI suite for professionals\n- [Lollms WebUI](https://github.com/ParisNeo/lollms-webui) - Multi-model web interface\n- [ChatOllama](https://github.com/sugarforever/chat-ollama) - Chatbot with knowledge bases\n- [Bionic GPT](https://github.com/bionic-gpt/bionic-gpt) - On-premise AI platform\n- [Chatbot UI](https://github.com/ivanfioravanti/chatbot-ollama) - ChatGPT-style web interface\n- [Hollama](https://github.com/fmaclen/hollama) - Minimal web interface\n- [Chatbox](https://github.com/Bin-Huang/Chatbox) - Desktop and web AI client\n- [chat](https://github.com/swuecho/chat) - Chat web app for teams\n- [Ollama RAG Chatbot](https://github.com/datvodinh/rag-chatbot.git) - Chat with multiple PDFs using RAG\n- [Tkinter-based client](https://github.com/chyok/ollama-gui) - Python desktop client\n\n#### Desktop\n\n- [Dify.AI](https://github.com/langgenius/dify) - LLM app development platform\n- [AnythingLLM](https://github.com/Mintplex-Labs/anything-llm) - All-in-one AI app for Mac, Windows, and Linux\n- [Maid](https://github.com/Mobile-Artificial-Intelligence/maid) - Cross-platform mobile and desktop client\n- [Witsy](https://github.com/nbonamy/witsy) - AI desktop app for Mac, Windows, and Linux\n- [Cherry Studio](https://github.com/kangfenmao/cherry-studio) - Multi-provider desktop client\n- [Ollama App](https://github.com/JHubi1/ollama-app) - Multi-platform client for desktop and mobile\n- [PyGPT](https://github.com/szczyglis-dev/py-gpt) - AI desktop assistant for Linux, Windows, and Mac\n- [Alpaca](https://github.com/Jeffser/Alpaca) - GTK4 client for Linux and macOS\n- [SwiftChat](https://github.com/aws-samples/swift-chat) - Cross-platform including iOS, Android, and Apple Vision Pro\n- [Enchanted](https://github.com/AugustDev/enchanted) - Native macOS and iOS client\n- [RWKV-Runner](https://github.com/josStorer/RWKV-Runner) - Multi-model desktop runner\n- [Ollama Grid Search](https://github.com/dezoito/ollama-grid-search) - Evaluate and compare models\n- [macai](https://github.com/Renset/macai) - macOS client for Ollama and ChatGPT\n- [AI Studio](https://github.com/MindWorkAI/AI-Studio) - Multi-provider desktop IDE\n- [Reins](https://github.com/ibrahimcetin/reins) - Parameter tuning and reasoning model support\n- [ConfiChat](https://github.com/1runeberg/confichat) - Privacy-focused with optional encryption\n- [LLocal.in](https://github.com/kartikm7/llocal) - Electron desktop client\n- [MindMac](https://mindmac.app) - AI chat client for Mac\n- [Msty](https://msty.app) - Multi-model desktop client\n- [BoltAI for Mac](https://boltai.com) - AI chat client for Mac\n- [IntelliBar](https://intellibar.app/) - AI-powered assistant for macOS\n- [Kerlig AI](https://www.kerlig.com/) - AI writing assistant for macOS\n- [Hillnote](https://hillnote.com) - Markdown-first AI workspace\n- [Perfect Memory AI](https://www.perfectmemory.ai/) - Productivity AI personalized by screen and meeting history\n\n#### Mobile\n\n- [Ollama Android Chat](https://github.com/sunshine0523/OllamaServer) - One-click Ollama on Android\n\n\u003e SwiftChat, Enchanted, Maid, Ollama App, Reins, and ConfiChat listed above also support mobile platforms.\n\n### Code Editors \u0026 Development\n\n- [Cline](https://github.com/cline/cline) - VS Code extension for multi-file/whole-repo coding\n- [Continue](https://github.com/continuedev/continue) - Open-source AI code assistant for any IDE\n- [Void](https://github.com/voideditor/void) - Open source AI code editor, Cursor alternative\n- [Copilot for Obsidian](https://github.com/logancyang/obsidian-copilot) - AI assistant for Obsidian\n- [twinny](https://github.com/rjmacarthy/twinny) - Copilot and Copilot chat alternative\n- [gptel Emacs client](https://github.com/karthink/gptel) - LLM client for Emacs\n- [Ollama Copilot](https://github.com/bernardo-bruning/ollama-copilot) - Use Ollama as GitHub Copilot\n- [Obsidian Local GPT](https://github.com/pfrankov/obsidian-local-gpt) - Local AI for Obsidian\n- [Ellama Emacs client](https://github.com/s-kostyaev/ellama) - LLM tool for Emacs\n- [orbiton](https://github.com/xyproto/orbiton) - Config-free text editor with Ollama tab completion\n- [AI ST Completion](https://github.com/yaroslavyaroslav/OpenAI-sublime-text) - Sublime Text 4 AI assistant\n- [VT Code](https://github.com/vinhnx/vtcode) - Rust-based terminal coding agent with Tree-sitter\n- [QodeAssist](https://github.com/Palm1r/QodeAssist) - AI coding assistant for Qt Creator\n- [AI Toolkit for VS Code](https://aka.ms/ai-tooklit/ollama-docs) - Microsoft-official VS Code extension\n- [Open Interpreter](https://docs.openinterpreter.com/language-model-setup/local-models/ollama) - Natural language interface for computers\n\n### Libraries \u0026 SDKs\n\n- [LiteLLM](https://github.com/BerriAI/litellm) - Unified API for 100+ LLM providers\n- [Semantic Kernel](https://github.com/microsoft/semantic-kernel/tree/main/python/semantic_kernel/connectors/ai/ollama) - Microsoft AI orchestration SDK\n- [LangChain4j](https://github.com/langchain4j/langchain4j) - Java LangChain ([example](https://github.com/langchain4j/langchain4j-examples/tree/main/ollama-examples/src/main/java))\n- [LangChainGo](https://github.com/tmc/langchaingo/) - Go LangChain ([example](https://github.com/tmc/langchaingo/tree/main/examples/ollama-completion-example))\n- [Spring AI](https://github.com/spring-projects/spring-ai) - Spring framework AI support ([docs](https://docs.spring.io/spring-ai/reference/api/chat/ollama-chat.html))\n- [LangChain](https://python.langchain.com/docs/integrations/chat/ollama/) and [LangChain.js](https://js.langchain.com/docs/integrations/chat/ollama/) with [example](https://js.langchain.com/docs/tutorials/local_rag/)\n- [Ollama for Ruby](https://github.com/crmne/ruby_llm) - Ruby LLM library\n- [any-llm](https://github.com/mozilla-ai/any-llm) - Unified LLM interface by Mozilla\n- [OllamaSharp for .NET](https://github.com/awaescher/OllamaSharp) - .NET SDK\n- [LangChainRust](https://github.com/Abraxas-365/langchain-rust) - Rust LangChain ([example](https://github.com/Abraxas-365/langchain-rust/blob/main/examples/llm_ollama.rs))\n- [Agents-Flex for Java](https://github.com/agents-flex/agents-flex) - Java agent framework ([example](https://github.com/agents-flex/agents-flex/tree/main/agents-flex-llm/agents-flex-llm-ollama/src/test/java/com/agentsflex/llm/ollama))\n- [Elixir LangChain](https://github.com/brainlid/langchain) - Elixir LangChain\n- [Ollama-rs for Rust](https://github.com/pepperoni21/ollama-rs) - Rust SDK\n- [LangChain for .NET](https://github.com/tryAGI/LangChain) - .NET LangChain ([example](https://github.com/tryAGI/LangChain/blob/main/examples/LangChain.Samples.OpenAI/Program.cs))\n- [chromem-go](https://github.com/philippgille/chromem-go) - Go vector database with Ollama embeddings ([example](https://github.com/philippgille/chromem-go/tree/v0.5.0/examples/rag-wikipedia-ollama))\n- [LangChainDart](https://github.com/davidmigloz/langchain_dart) - Dart LangChain\n- [LlmTornado](https://github.com/lofcz/llmtornado) - Unified C# interface for multiple inference APIs\n- [Ollama4j for Java](https://github.com/ollama4j/ollama4j) - Java SDK\n- [Ollama for Laravel](https://github.com/cloudstudio/ollama-laravel) - Laravel integration\n- [Ollama for Swift](https://github.com/mattt/ollama-swift) - Swift SDK\n- [LlamaIndex](https://docs.llamaindex.ai/en/stable/examples/llm/ollama/) and [LlamaIndexTS](https://ts.llamaindex.ai/modules/llms/available_llms/ollama) - Data framework for LLM apps\n- [Haystack](https://github.com/deepset-ai/haystack-integrations/blob/main/integrations/ollama.md) - AI pipeline framework\n- [Firebase Genkit](https://firebase.google.com/docs/genkit/plugins/ollama) - Google AI framework\n- [Ollama-hpp for C++](https://github.com/jmont-dev/ollama-hpp) - C++ SDK\n- [PromptingTools.jl](https://github.com/svilupp/PromptingTools.jl) - Julia LLM toolkit ([example](https://svilupp.github.io/PromptingTools.jl/dev/examples/working_with_ollama))\n- [Ollama for R - rollama](https://github.com/JBGruber/rollama) - R SDK\n- [Portkey](https://portkey.ai/docs/welcome/integration-guides/ollama) - AI gateway\n- [Testcontainers](https://testcontainers.com/modules/ollama/) - Container-based testing\n- [LLPhant](https://github.com/theodo-group/LLPhant?tab=readme-ov-file#ollama) - PHP AI framework\n\n### Frameworks \u0026 Agents\n\n- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT/blob/master/docs/content/platform/ollama.md) - Autonomous AI agent platform\n- [crewAI](https://github.com/crewAIInc/crewAI) - Multi-agent orchestration framework\n- [Strands Agents](https://github.com/strands-agents/sdk-python) - Model-driven agent building by AWS\n- [Cheshire Cat](https://github.com/cheshire-cat-ai/core) - AI assistant framework\n- [any-agent](https://github.com/mozilla-ai/any-agent) - Unified agent framework interface by Mozilla\n- [Stakpak](https://github.com/stakpak/agent) - Open source DevOps agent\n- [Hexabot](https://github.com/hexastack/hexabot) - Conversational AI builder\n- [Neuro SAN](https://github.com/cognizant-ai-lab/neuro-san-studio) - Multi-agent orchestration ([docs](https://github.com/cognizant-ai-lab/neuro-san-studio/blob/main/docs/user_guide.md#ollama))\n\n### RAG \u0026 Knowledge Bases\n\n- [RAGFlow](https://github.com/infiniflow/ragflow) - RAG engine based on deep document understanding\n- [R2R](https://github.com/SciPhi-AI/R2R) - Open-source RAG engine\n- [MaxKB](https://github.com/1Panel-dev/MaxKB/) - Ready-to-use RAG chatbot\n- [Minima](https://github.com/dmayboroda/minima) - On-premises or fully local RAG\n- [Chipper](https://github.com/TilmanGriesel/chipper) - AI interface with Haystack RAG\n- [ARGO](https://github.com/xark-argo/argo) - RAG and deep research on Mac/Windows/Linux\n- [Archyve](https://github.com/nickthecook/archyve) - RAG-enabling document library\n- [Casibase](https://casibase.org) - AI knowledge base with RAG and SSO\n- [BrainSoup](https://www.nurgo-software.com/products/brainsoup) - Native client with RAG and multi-agent automation\n\n### Bots \u0026 Messaging\n\n- [LangBot](https://github.com/RockChinQ/LangBot) - Multi-platform messaging bots with agents and RAG\n- [AstrBot](https://github.com/Soulter/AstrBot/) - Multi-platform chatbot with RAG and plugins\n- [Discord-Ollama Chat Bot](https://github.com/kevinthedang/discord-ollama) - TypeScript Discord bot\n- [Ollama Telegram Bot](https://github.com/ruecat/ollama-telegram) - Telegram bot\n- [LLM Telegram Bot](https://github.com/innightwolfsleep/llm_telegram_bot) - Telegram bot for roleplay\n\n### Terminal \u0026 CLI\n\n- [aichat](https://github.com/sigoden/aichat) - All-in-one LLM CLI with Shell Assistant, RAG, and AI tools\n- [oterm](https://github.com/ggozad/oterm) - Terminal client for Ollama\n- [gollama](https://github.com/sammcj/gollama) - Go-based model manager for Ollama\n- [tlm](https://github.com/yusufcanb/tlm) - Local shell copilot\n- [tenere](https://github.com/pythops/tenere) - TUI for LLMs\n- [ParLlama](https://github.com/paulrobello/parllama) - TUI for Ollama\n- [llm-ollama](https://github.com/taketwo/llm-ollama) - Plugin for [Datasette's LLM CLI](https://llm.datasette.io/en/stable/)\n- [ShellOracle](https://github.com/djcopley/ShellOracle) - Shell command suggestions\n- [LLM-X](https://github.com/mrdjohnson/llm-x) - Progressive web app for LLMs\n- [cmdh](https://github.com/pgibler/cmdh) - Natural language to shell commands\n- [VT](https://github.com/vinhnx/vt.ai) - Minimal multimodal AI chat app\n\n### Productivity \u0026 Apps\n\n- [AppFlowy](https://github.com/AppFlowy-IO/AppFlowy) - AI collaborative workspace, self-hostable Notion alternative\n- [Screenpipe](https://github.com/mediar-ai/screenpipe) - 24/7 screen and mic recording with AI-powered search\n- [Vibe](https://github.com/thewh1teagle/vibe) - Transcribe and analyze meetings\n- [Page Assist](https://github.com/n4ze3m/page-assist) - Chrome extension for AI-powered browsing\n- [NativeMind](https://github.com/NativeMindBrowser/NativeMindExtension) - Private, on-device browser AI assistant\n- [Ollama Fortress](https://github.com/ParisNeo/ollama_proxy_server) - Security proxy for Ollama\n- [1Panel](https://github.com/1Panel-dev/1Panel/) - Web-based Linux server management\n- [Writeopia](https://github.com/Writeopia/Writeopia) - Text editor with Ollama integration\n- [QA-Pilot](https://github.com/reid41/QA-Pilot) - GitHub code repository understanding\n- [Raycast extension](https://github.com/MassimilianoPasquini97/raycast_ollama) - Ollama in Raycast\n- [Painting Droid](https://github.com/mateuszmigas/painting-droid) - Painting app with AI integrations\n- [Serene Pub](https://github.com/doolijb/serene-pub) - AI roleplaying app\n- [Mayan EDMS](https://gitlab.com/mayan-edms/mayan-edms) - Document management with Ollama workflows\n- [TagSpaces](https://www.tagspaces.org) - File management with [AI tagging](https://docs.tagspaces.org/ai/)\n\n### Observability \u0026 Monitoring\n\n- [Opik](https://www.comet.com/docs/opik/cookbook/ollama) - Debug, evaluate, and monitor LLM applications\n- [OpenLIT](https://github.com/openlit/openlit) - OpenTelemetry-native monitoring for Ollama and GPUs\n- [Lunary](https://lunary.ai/docs/integrations/ollama) - LLM observability with analytics and PII masking\n- [Langfuse](https://langfuse.com/docs/integrations/ollama) - Open source LLM observability\n- [HoneyHive](https://docs.honeyhive.ai/integrations/ollama) - AI observability and evaluation for agents\n- [MLflow Tracing](https://mlflow.org/docs/latest/llms/tracing/index.html#automatic-tracing) - Open source LLM observability\n\n### Database \u0026 Embeddings\n\n- [pgai](https://github.com/timescale/pgai) - PostgreSQL as a vector database ([guide](https://github.com/timescale/pgai/blob/main/docs/vectorizer-quick-start.md))\n- [MindsDB](https://github.com/mindsdb/mindsdb/blob/staging/mindsdb/integrations/handlers/ollama_handler/README.md) - Connect Ollama with 200+ data platforms\n- [chromem-go](https://github.com/philippgille/chromem-go/blob/v0.5.0/embed_ollama.go) - Embeddable vector database for Go ([example](https://github.com/philippgille/chromem-go/tree/v0.5.0/examples/rag-wikipedia-ollama))\n- [Kangaroo](https://github.com/dbkangaroo/kangaroo) - AI-powered SQL client\n\n### Infrastructure \u0026 Deployment\n\n#### Cloud\n\n- [Google Cloud](https://cloud.google.com/run/docs/tutorials/gpu-gemma2-with-ollama)\n- [Fly.io](https://fly.io/docs/python/do-more/add-ollama/)\n- [Koyeb](https://www.koyeb.com/deploy/ollama)\n- [Harbor](https://github.com/av/harbor) - Containerized LLM toolkit with Ollama as default backend\n\n#### Package Managers\n\n- [Pacman](https://archlinux.org/packages/extra/x86_64/ollama/)\n- [Homebrew](https://formulae.brew.sh/formula/ollama)\n- [Nix package](https://search.nixos.org/packages?show=ollama\u0026from=0\u0026size=50\u0026sort=relevance\u0026type=packages\u0026query=ollama)\n- [Helm Chart](https://artifacthub.io/packages/helm/ollama-helm/ollama)\n- [Gentoo](https://github.com/gentoo/guru/tree/master/app-misc/ollama)\n- [Flox](https://flox.dev/blog/ollama-part-one)\n- [Guix channel](https://codeberg.org/tusharhero/ollama-guix)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Follama%2Follama","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Follama%2Follama","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Follama%2Follama/lists"}