10 GitHub Repositories for Mastering Agents and MCPs

Introduction

AI agents are revolutionizing the technology landscape by mimicking human-like behaviors to automate tasks, make decisions, and interact with users. These autonomous software entities are becoming increasingly prevalent, from chatbots assisting customers in real-time to complex multi-agent systems managing intricate tasks. Coupled with this is the Model Context Protocol (MCP), an open standard designed to facilitate seamless connection between AI models and various tools, APIs, and data sources.

Many organizations are leveraging these capabilities to optimize workflows and reduce costs, as agentic AI can efficiently handle tasks traditionally assigned to junior staff. If you’re eager to dive into this rapidly evolving field, this article highlights ten invaluable GitHub repositories that provide the tools, tutorials, and knowledge necessary to learn about AI agents and MCPs.

1. Learn AI and LLMs from Scratch

Repo: ashishps1/learn-ai-engineering

Starting from scratch can be daunting, but this repository breaks down the learning process into manageable segments. It offers a rich trove of free resources geared towards understanding both AI and large language models (LLMs). This is perfect for newcomers and those looking to refresh their skills, providing valuable guides and links designed to fill in any knowledge gaps.

2. Microsoft’s AI Agents for Beginners

Repo: microsoft/ai-agents-for-beginners

Wondering where to begin your journey with AI agents? This repository features 11 meticulously designed lessons that offer a hands-on approach to building your first AI agents. The lessons include clear explanations alongside practical examples, making it an ideal kickstart for anyone interested in understanding the fundamentals of agentic systems.

3. GenAI Agents Tutorials and Implementations

Repo: NirDiamant/GenAI_Agents

Dive into the intricacies of Generative AI Agent techniques with this comprehensive repository. It includes various tutorials and projects that range from foundational concepts to more advanced applications. Constructed using Jupyter Notebooks, each project comes with detailed descriptions, code, and outputs to facilitate a smooth learning experience, allowing you to build intelligent, interactive AI systems seamlessly.

4. Complete Agentic AI Engineering Course

Repo: ed-donner/agents

This repository offers a structured education path tailored to help you code and deploy AI agents in just six weeks. Following a carefully crafted curriculum that includes code samples, hands-on projects, and lessons, you’ll gain a robust foundation in agent design and deployment that’s essential for budding developers.

5. System Prompts and Models of AI Tools

Repo: x1xhlol/system-prompts-and-models-of-ai-tools

For those intrigued by backend operations, this repository does a fantastic job of demystifying how popular AI tools operate. It gathers a collection of system prompts, models, and tools utilized by applications like Cursor, Devin, and Replit Agent, giving you insights into real-world agent architectures and prompt engineering strategies.

6. AI Agents Masterclass (with Video Guides)

Repo: coleam00/ai-agents-masterclass

If you prefer learning through visual aids, this repository complements a YouTube masterclass series, offering a rich resource of all the code and materials demonstrated in the videos. Step-by-step tutorials guide you to build and expand on practical agent examples, making this a compelling option for visual learners.

7. Awesome AI Agents (Curated List)

Repo: e2b-dev/awesome-ai-agents

This carefully curated list is an essential trove for AI agent enthusiasts. It houses an impressive collection of AI agent frameworks, libraries, and pivotal research papers, distinguishing between open-source and closed-source assets. This makes it an indispensable resource for anyone embarking on projects or further studies in AI agents.

8. Awesome MCP Servers

Repo: punkpeye/awesome-mcp-servers

Dive into the world of Model Context Protocol (MCP) servers with this meticulously maintained repository. Categorizing various MCP servers enables users to explore themes like Art & Culture, Browser Automation, and much more. The open-source community regularly updates this repository, ensuring you’re privy to the latest and most popular MCP servers.

9. Awesome MCP Clients

Repo: punkpeye/awesome-mcp-clients

After reviewing MCP servers, it’s time to check out the clients that interact with them. This repository contains a wealth of top MCP clients encompassing a variety of tools, such as Python frameworks, desktop chatbots, VSCode extensions, and even CLI tools like Claude Code, providing numerous paths to explore.

10. Awesome LLM Apps with Agents and RAG

Repo: Shubhamsaboo/awesome-llm-apps

Explore innovative applications that merge AI agents with retrieval-augmented generation (RAG) technologies and MCP servers. Featuring cutting-edge models like OpenAI, Anthropic, and Gemini, this repository serves as a rich source of inspiration for developers eager to craft their unique offerings in the rapidly evolving AI landscape.

These ten repositories constitute a broad spectrum of knowledge, tools, and hands-on projects that can help anyone—from beginners to seasoned developers—master the fascinating realm of AI agents and MCPs. Whether you’re building a side project or diving into a new career, these resources will undoubtedly help you navigate the complexities of this exciting field.