mcp-github

🤖 AI/ML Resources

Curated collection of AI/ML resources and tools to jumpstart your artificial intelligence and machine learning journey. Explore tutorials, datasets, libraries, and more!

PRs with additional resources or suggestions are much welcome!

Resources 📕

Learning Resources 📚

• Neural Networks: Zero to Hero - From Andrej Karpathy, former Director of AI at Tesla and now at OpenAI.
• Full Stack LLM Bootcamp - From the creators of the Full Stack Deep Learning course and book.
• All about LLMs - A gist with great curated learning resources.
• Transformers - Introduction to Transformers with Andrej Karpathy.
• The Illustrated Transformer - A great visual explanation of the Transformer architecture.
• How ChatGPT really works - A great initial explanation of how ChatGPT works.
• ChatGPT Prompt Engineering for Developers! - Great course by OpenAI employees.
• Learn Prompting - Another great course (text-based) about prompting.
• Prompt Engineering Guide - Guides, papers, lectures, and resources for prompt engineering.
• Prompt Engineering - Great post from Lilian Weng, Head of Applied AI Research at OpenAI.
• MLOps Guide - A guide on MLOps.
• MLOps Zoomcamp - A great course on MLOps.
• Gandalf - A fun way to learn about prompt injection.
• Practical Deep Learning - A course designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems.
• Let's build GPT - From Andrej Karpathy, Let's build GPT: from scratch, in code, spelled out.
• AI Canon - A great curated list of resources to get smarter about modern AI.
• Generative AI Learning Path - This learning path guides you through curated content on Generative AI products and technologies.
• Rules of Machine Learning - Intended to help those with a basic knowledge of machine learning get the benefit of Google's best practices.
• AI Companion App - A tutorial stack to create and host AI companions that you can chat with on a browser or text via SMS.
• Microsoft AI Lab - AI Lab helps a large, fast-growing community of developers get started on AI.
• ML Course Notes - A place to collaborate and share lecture notes on all topics related to machine learning, NLP, and AI.
• Generative AI for Beginners - A 12-lesson course teaching everything you need to know to start building Generative AI applications.
• ML YouTube Courses - An index of some of the best and most recent machine learning courses available on YouTube.
• ML Papers Explained - Explanations of key concepts in machine learning.
• LLM Course - A course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
• Open LLMs - A list of open LLMs available for commercial use with their context lengths and licenses.
• Awesome ChatGPT Prompts - A collection of prompt examples to be used with ChatGPT and other LLMs.
• Hugging Face Course - Learn how to apply Transformers to various tasks in natural language processing and beyond.
• Andrew Ng’s Machine Learning - A foundational course on machine learning.
• Machine Learning Roadmap - A roadmap connecting important concepts in machine learning.
• Robert Miles AI Safety - YouTube channel about AI safety.

LLMs

• OpenAI LLMs - OpenAI models.
• Hugging Face - The leading open-source AI community. Find trending models, datasets, and spaces.
• Bloom - An open-source multilingual model similar to GPT-3.
• LLaMA - A foundational large language model by Meta.
• Llama 2 - The next generation of Meta's open-source large language model.
• JARVIS - An interface for LLMs to connect numerous AI models.
• Open LLM Leaderboard - Evaluate and rank open-source LLMs.

Modern LLM Models

Commercial Models

• Claude - Anthropic's family of frontier AI systems, known for long context windows and reasoning capabilities.
• Gemini - Google DeepMind's multimodal AI system available in Ultra, Pro, and Nano sizes.
• GPT-4 - OpenAI's most advanced system, with variants including GPT-4o (omni) and GPT-4 Turbo.

Open Source Models

• Llama 3 - Meta's latest open foundation language model family, available in 8B and 70B parameters.
• Mistral - A family of open-source large language models, including Mistral 7B and Mixtral 8x7B.
• Qwen - Alibaba's advanced LLM series with strong multilingual capabilities, available in various sizes.
• DeepSeek - A powerful open-source language model trained on 2T tokens with strong coding capabilities.
• Vicuna-13B - An open-source chatbot fine-tuned from LLaMA.
• Yi - A series of large language models trained from scratch by 01.AI, available in 6B to 34B parameters.
• Phi-3 - Microsoft's small yet powerful models (3.8B and 14B) with strong reasoning capabilities.
• Falcon - Technology Innovation Institute's open-source LLM trained on 1 trillion tokens.
• Falcon 2 - Technology Innovation Institute's latest open-source LLM with enhanced capabilities.
• Orca 2 - Microsoft's smaller models that demonstrate strong reasoning capabilities.
• Gemma 2 - Google's lightweight models (9B, 27B) optimized for high-speed inference across hardware.
• Command R/R+ - Cohere's models specifically designed for RAG and long-context tasks.
• Granite - IBM's enterprise-focused models with efficient hybrid architectures.
• Phi-4 - Microsoft's 16B parameter multimodal SLM with multilingual support and image understanding.
• Qwen2.5/Qwen3 - Alibaba's updated series (0.5B-72B, 128K context, 29+ languages) with specialized variants.
• Grok-1.5 - xAI's model with vision capabilities and long context support.
• StableLM - Stability AI's language models for various scales and use cases.
• Nemotron 3 - Nvidia's hybrid architecture model for cost-effective scaling.
• Kimi K2 - Chinese model with strong performance and long context capabilities.
• ChatGLM/GLM - Tsinghua University's bilingual conversational model.
• MiniMax - Chinese multimodal model with text and image capabilities.
• Guidance - Control modern language models more effectively and efficiently.
• TheBloke on Hugging Face - Compiles the best open-source models in various formats.
• DemoGPT - Create 🦜️🔗 LangChain apps by just using prompts.
• Llama2 Web UI - Run Llama 2 with Gradio web UI on GPU or CPU from anywhere.
• llama.cpp - Run LLaMA model using 4-bit integer quantization on a MacBook and more.
• LocalAI - Drop-in replacement for OpenAI running on consumer-grade hardware. No GPU required.
• LocalAGI - A small virtual assistant you can run locally, powered by LocalAI.
• Ollama - A backend that allows you to run large language models locally.
• KoboldCpp - An easy-to-use AI text-generation software for GGML and GGUF models.
• GPT4All - Open-source large language models that run locally on your CPU and nearly any GPU.
• vLLM - A high-throughput and memory-efficient inference and serving engine for LLMs.
• ExLlama - A fast inference library for running LLMs locally on modern consumer-class GPUs.
• Stable Beluga 2 - A fine-tuned Llama2 70B model.
• Claude - An AI assistant from Anthropic with advanced reasoning and extended context.

Chat and Agents

• ChatGPT - The leading chatbot built on GPT-3.5 and GPT-4.
• Bing Chat - A conversational AI language model powered by Microsoft Bing.
• Open-Assistant - Open-source chat agent that interacts with external sources.
• Auto-GPT - An experimental open-source attempt to make GPT-4 fully autonomous.
• LoopGPT - A modular reimplementation of Auto-GPT.
• ThinkGPT - Implementing Chain-of-Thought reasoning for Large Language Models.
• Transformers Agents - Provides a natural language API on top of transformers.
• MetaGPT - The Multi-Agent Framework: Given one-line requirement, return PRD, design, tasks, repo.
• GPT-Engineer - Specify what you want it to build; the AI asks for clarification and then builds it.
• Khoj - An AI personal assistant for your digital brain.
• Danswer - Open-source enterprise question-answering.
• simpleaichat - Python package for easily interfacing with chat apps.
• RealChar - Create and chat with AI characters.
• ChatGPT AutoExpert - Supercharged Custom Instructions for ChatGPT.
• Bee Agent Framework - Framework for building scalable agentic applications.
• Local AI - A desktop app for local, private, secured AI experimentation.
• Serge - A chat interface crafted with llama.cpp for running GGUF models.
• SillyTavern - A chat UI for interacting with text generation AIs and roleplay characters.
• TavernAI - An atmospheric frontend for chat and story writing.
• Maid - A cross-platform Flutter app for interfacing with GGUF/llama.cpp models locally.
• AgentGPT - Configure and deploy autonomous AI agents.
• SuperAGI - A dev-first open-source autonomous AI agent framework.
• BabyAGI - AI-powered task management system using OpenAI.
• Open Interpreter - Open-source, locally running implementation of OpenAI's Code Interpreter.
• AutoPR - Automated pull request workflow powered by AI.
• Phind - An AI search engine and assistant for programmers.
• Character.AI - Create and chat with AI-powered characters.
• Agent2Agent - Google DeepMind's framework for multi-agent collaboration with LLMs.
• CrewAI - Framework for orchestrating role-playing, autonomous AI agents with collaborative intelligence.
• CopilotKit - Framework for building agent-native applications with Generative UI and human-in-the-loop workflows.
• LangGraph - Build resilient language agents as graphs with advanced state management.
• Open-AutoGLM - Open phone agent model and framework for unlocking AI phone capabilities.
• Mastra - Framework for building AI-powered applications and agents with modern TypeScript stack.
• deer-flow - ByteDance's community-driven Deep Research framework combining LLMs with web search and tools.
• openai-agents-python - OpenAI's lightweight, powerful framework for multi-agent workflows.
• 12-factor-agents - Principles for building production-ready LLM-powered software agents.
• DB-GPT - AI Native Data App Development framework with AWEL and Agents.
• elizaOS/eliza - Autonomous agents for everyone with Discord, Slack, Telegram integration.
• Microsoft AutoGen - Programming framework for agentic AI with multi-agent conversations.

AI-Powered IDEs

• Cursor - AI-first code editor based on VSCode with powerful chat, edit, and generation capabilities.
• Windsurf - AI agent-powered IDE that integrates with existing workflows, by Codeium.
• Trae - Adaptive AI IDE that transforms how you work, collaborating with you to run faster.
• Zed - High-performance, multiplayer code editor with AI features.

Development

• LangChain - Framework for developing applications powered by LLMs.
• Pinecone - Long-term memory for models with a vector database.
• Chroma - The open-source alternative to Pinecone.
• Plug-in-Play - Simplify the integration of plugins into open-source LLMs.
• GPTCache - Caching for LLM responses. Useful for cost savings.
• OpenAI Cookbook - A collection of examples and best practices for building with OpenAI.
• GPTCache - Semantic cache to store responses from LLM queries for cost savings.
• Vercel AI SDK - An open source library for building AI-powered user interfaces with React, Svelte, and Vue.
• How to build an agent with LangChain - Great Jupyter notebook from OpenAI.
• Mojo - A new programming language combining Python syntax with systems programming.
• Semantic Kernel - SDK that enables integration of AI LLMs with conventional programming languages.
• Langcorn - API server for serving LangChain models with FastAPI.
• smol developer - Your own personal junior developer :)
• smol plugin - Automatically generate OpenAI plugins by specifying your API in markdown.
• Kor - A thin wrapper on top of LLMs to extract structured data.
• tiktoken - A fast BPE tokenizer used with OpenAI's models.
• OpenAI Function Calling - Standardize LLM output.
• Vercel AI SDK - Build AI-powered applications with React, Svelte, and Vue.
• Code Interpreter API - Open-source implementation of ChatGPT Code Interpreter.
• Unsloth - Framework for fine-tuning Large Language Models.
• Pezzo - Developer-first LLMOps platform to streamline prompt design and version management.
• Lunary - Production toolkit for LLMs focusing on observability and evaluations.
• Ludwig - Low-code framework for building custom AI models.
• Langroid - Lightweight Python framework to build LLM-powered applications.
• LLMware - Unified framework for developing LLM-based application patterns.
• LLM App - Production framework for building and serving AI applications.
• LlamaIndex - A data framework for building LLM applications over external data.
• LMQL - A query language for large language models.
• Haystack - Framework for building NLP applications with language models.
• Prediction Guard - Integrate private, controlled, and compliant LLM functionality.
• Portkey - LLMOps platform to monitor, manage, and improve LLM-based apps.
• OpenRouter - A unified API to access 100+ LLMs from different providers through a single interface.
• Cline - Autonomous coding agent right in your IDE, capable of creating/editing files and executing commands.
• Screenpipe - Screen and voice AI recording for context-aware AI applications.
• Axolotl - Tool for fine-tuning LLMs with YAML configs supporting LoRA/QLoRA/full tuning.
• LLaMA-Factory - Web UI for fine-tuning LLaMA models with multi-GPU support.

RAG (Retrieval-Augmented Generation)

• RAGFlow - Leading open-source RAG engine fusing cutting-edge RAG with Agent capabilities.
• GraphRAG - Microsoft's modular graph-based RAG system for enhanced reasoning.
• LightRAG - Simple and fast Retrieval-Augmented Generation framework.
• R2R - Production-ready AI retrieval system with agentic RAG and RESTful API.
• Verba - RAG chatbot powered by Weaviate with customizable pipelines.
• AutoRAG - RAG evaluation and optimization framework with AutoML-style automation.
• Cognita - Modular, open-source RAG framework for production applications.
• RAG_Techniques - Showcase of advanced RAG techniques and implementations.

Model Context Protocol (MCP)

• fastmcp - Fast, Pythonic way to build MCP servers and clients for AI applications.
• mcp-for-beginners - Microsoft's open-source curriculum for MCP in multiple languages (.NET, Java, TypeScript, Python, Rust).
• claude-flow - Leading agent orchestration platform for Claude with MCP support and swarm intelligence.
• fastapi_mcp - Expose FastAPI endpoints as Model Context Protocol tools with Auth.
• mcp-chrome - Chrome extension-based MCP server for browser automation and content analysis.
• mcp-use - Easiest way to interact with MCP servers with custom agents.
• mcp-go - Go implementation of Model Context Protocol for seamless LLM integration.
• mcp-agent - Build effective agents using Model Context Protocol and workflow patterns.
• awesome-mcp-servers - Curated list of Model Context Protocol servers.

AI Workflow Automation

• n8n - Fair-code workflow automation platform with native AI capabilities and 400+ integrations.
• Dify - Production-ready platform for agentic workflow development with low-code interface.
• activepieces - AI Agents & MCPs & AI Workflow Automation with 400 MCP servers.
• sim - Open-source platform to build and deploy AI agent workflows.

AI Video Generation

• Sora - OpenAI's text-to-video model with narrative intelligence for creating realistic videos.
• Kling AI - Filmmaker-friendly video generation with collaboration features, 1080p, 10s videos.
• Luma AI (Dream Machine) - 4K HDR/EXR support for professional post-production quality video generation.
• Runway Gen-4 - Filmmaking tools with camera controls, Act-One, and comprehensive editing suite.
• Google Veo - Best all-arounder with strong prompt adherence, realism with audio, 1080p, 8s.
• Pika - Cost-effective video generation with creative controls and editing features.
• Seedance Pro - Most reliable video generation with stunning realism and 12s native generations.
• Minimax Hailuo - Good for object transformation with creative video effects.

AI Search Engines

• Perplexity AI - Conversational AI search with superior source citations and focus modes for different domains.
• You.com - Productivity engine with multiple AI models (GPT-4, Claude 3, Gemini) and customizable search modes.
• Andi Search - Ranked #1 for factual accuracy in 2024 benchmarks with conversational interface.
• Brave Search - Independent search with AI Answer feature, zero tracking, and ad-free results.
• Arc Search - Mobile-first with "Browse for Me" feature that compiles information into custom webpages.
• Consensus - Specialized in scientific and academic research search.
• Wolfram Alpha - Computational knowledge engine for scientific and mathematical queries.
• Phind - AI search engine for developers with multiple model choices and technical focus.

Tools

• Vault AI - Tool for uploading documents and asking questions about their content.
• LangFlow - Visual prototyping and experimentation with LangChain.
• Flowise - Visual tool to build your customized LLM flow.
• PentestGPT - A GPT-empowered penetration testing tool 🕵️.
• TypingMind - A better UI for ChatGPT.
• privateGPT - Ask questions to your documents without an internet connection.
• Quivr - Dump all your files and thoughts into your Generative AI second brain and chat with it.
• Stable Diffusion Web UI - A browser interface based on Gradio for Stable Diffusion.
• h2oGPT - Like privateGPT, but with GPU inference supported.
• localGPT - Inspired by privateGPT, using Vicuna-7b and InstructorEmbeddings.
• Promptflow - Create executable flowcharts linking LLMs, prompts, and functions.
• Dify - An open-source LLM app development platform.
• txtai - Semantic search and workflows powered by language models.
• Unofficial OpenAI Status - An in-depth OpenAI status page.
• gpt-prompt-engineer - Generates, tests, and ranks prompts for your task.
• rag-stack - Deploy a private ChatGPT alternative hosted within your VPC.
• AnythingLLM - Open-source ChatGPT equivalent for open and closed-source LLMs.
• DocsGPT - Streamlines finding information in project documentation.
• Dialoqbase - Facilitate the creation of custom chatbots using a knowledge base.
• FastGPT - Knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities.

ChatGPT Extensions

• WebChatGPT - Augment ChatGPT prompts with relevant web results.
• GPT for Sheets and Docs - ChatGPT extension for Google Sheets and Docs.
• YouTube Summary with ChatGPT - Summarize YouTube videos with ChatGPT.
• ChatGPT Prompt Genius - Discover and share the best prompts for ChatGPT.
• ChatGPT for Search Engines - Display ChatGPT responses alongside search results.

Code Assistants

• Refact - Open-source AI coding assistant with code completion and chat.
• Draw a UI - Draw a mockup and generate HTML using AI.
• Continue - Open-source autopilot for VS Code and JetBrains.
• Sweep AI - AI junior developer that turns bugs and requests into code changes.
• Cody - Free, open-source AI coding assistant for code completion and Q&A.
• Aider - Pair program with GPT-3.5/GPT-4 to edit code in your git repo.
• AutoPR - Automated pull request workflow powered by AI.
• bloop - ChatGPT for your codebase; search and generate patches.
• GitHub Copilot - GitHub Copilot.
• Ghostwriter - AI-powered pair programmer by Replit.
• Amazon CodeWhisperer - Build applications faster with ML-powered coding companion.
• MutableAI - AI-accelerated software development.
• GPT-Code UI - Open-source implementation of ChatGPT Code Interpreter.

Local AI Coding Agents & Assistants

Terminal/CLI-Based Coding Agents

• OpenClaw - Personal AI assistant that runs locally with autonomous task execution, plugin system, and multi-platform messaging integration.
• Codex - OpenAI's lightweight coding agent that runs in your terminal for autonomous code editing and execution.
• Claude Code - Anthropic's autonomous coding assistant with terminal integration and advanced reasoning.
• Goose - Open-source, extensible AI agent from Block that goes beyond code suggestions with install, execute, edit, and test capabilities.
• Roo Code - VS Code extension providing a whole dev team of AI agents with multiple modes, semantic indexing, and MCP support.
• pi-mono - AI agent toolkit with coding agent CLI, unified LLM API, TUI & web UI libraries, and vLLM pods.

Desktop Applications & Unified Clients

• Cherry Studio - Agentic AI desktop with 300+ assistants, autonomous coding, and unified access to frontier LLMs.
• AionUi - Free, local, open-source UI for multiple coding agents including Codex, Claude Code, Goose CLI, and more.
• cc-switch - Cross-platform All-in-One assistant tool for Claude Code, Codex, OpenCode & Gemini CLI with skills management.
• nanobot - Ultra-lightweight OpenClaw alternative with minimal resource requirements.
• nanoclaw - Lightweight alternative to OpenClaw running in Apple containers for security with WhatsApp integration.

Agent Management & Orchestration

• claude-squad - Manage multiple AI terminal agents like Claude Code, Aider, Codex, and Amp simultaneously.
• vibe-kanban - Kanban-style task management to get 10X more out of coding agents.
• humanlayer - Human-in-the-loop framework for AI coding agents solving hard problems in complex codebases.
• oh-my-opencode - The best agent harness for orchestrating multiple coding agents.

Skills & Extensions

• awesome-claude-skills - Curated list of Claude Skills, resources, and tools for customizing Claude AI workflows.
• awesome-openclaw-skills - Collection of OpenClaw Skills (formerly Moltbot/Clawdbot skills).
• awesome-agent-skills - 300+ agent skills from official teams and community, compatible with Codex, Claude Code, Cursor, and others.
• obsidian-skills - Agent skills for Obsidian note-taking integration.
• marketingskills - Marketing skills for Claude Code and AI agents including CRO, copywriting, SEO, and analytics.

Infrastructure & Utilities

• 1Panel - Web interface for Linux servers to manage OpenClaw agents, LLMs, websites, databases, and containers.
• LangBot - Production-grade platform for building agentic IM bots across Discord, Slack, Telegram, WeChat, and more.
• memU - Memory system for 24/7 proactive agents like openclaw with persistent context and scheduled jobs.
• moltworker - Run OpenClaw on Cloudflare Workers for serverless deployment.
• happy - Mobile and web client for Codex and Claude Code with realtime voice and encryption.
• ccusage - CLI tool for analyzing Claude Code/Codex usage from local JSONL files.

Vector Databases

• Weaviate - An open-source vector database that's robust and scalable.
• Milvus - Open-source vector database for embedding similarity search.
• Qdrant - Vector similarity search engine and database.
• Deep Lake - Database for AI optimized for deep-learning applications.
• Chroma - Open-source embedding database for AI applications.
• LanceDB - Developer-friendly vector database for AI applications.

Stable Diffusion

• Stable Diffusion Web UI - Browser interface for Stable Diffusion.
• Midjourney - Independent research lab exploring new mediums of thought.
• InvokeAI - Creative engine for Stable Diffusion models.
• ComfyUI - Powerful and modular Stable Diffusion GUI and backend.
• Lama Cleaner - Image inpainting tool powered by SOTA AI models.
• ControlNet - Neural network structure to control diffusion models by adding extra conditions.
• Stable Diffusion XL - Stability AI's advanced text-to-image model with improved quality and features.

Audio Generation

AI Voice Cloning

• Eleven Labs - AI voice generator with lifelike voices.
• Resemble AI - AI voice generator and voice cloning for text-to-speech.
• Murf AI - Create voiceovers with lifelike AI voices.
• Bark - Transformer-based text-to-audio model. #opensource
• AudioCraft - A library for audio processing and generation with deep learning, including MusicGen for music generation.
• Whisper - OpenAI's robust speech recognition model for transcription and translation.

Music Generation

• Harmonai - Open-source generative audio tools for music production.
• Mubert - Royalty-free music ecosystem powered by AI.
• MusicLM - Google's model for generating high-fidelity music from text.

Marketing AI Tools

• Jasper AI - AI-powered tool for generating marketing content like blogs, emails, and ad copy.
• Mutiny - Personalization platform to improve website conversions using AI.
• Clearbit - Lead enrichment and data intelligence platform.
• Adzooma - AI-powered PPC campaign management platform.
• Phrasee - AI tool that generates optimized marketing copy.
• Rupert AI - AI tools for designers and marketers.
• Persuva - AI-driven platform to create persuasive, high-converting ad copy at scale.

Other

• PromptBase - Marketplace for buying and selling quality prompts for AI models.
• Have I Been Trained? - Check if your image has been used to train AI art models.
• GummySearch - AI-based customer research via Reddit.
• Taplio - AI-powered LinkedIn tool.
• PromptPal - Search for prompts and bots, then use them with your favorite AI.
• Code to Flow - Visualize code logic as flowcharts using AI.
• AI-Flow - Connect multiple AI models easily.
• Architecture Helper - Analyze building architecture and generate custom styles.
• LM Studio - Discover, download, and run local LLMs with a desktop app.
• Ollama - Run, create, and share large language models locally.
• Jan - Open-source ChatGPT alternative that runs 100% offline on your computer.
• PrivateGPT - Interact privately with your documents using the power of LLMs, 100% privately, no data leaves your execution environment.
• LocalAI - Self-hosted, community-driven, local OpenAI-compatible API.