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10 GitHub Repositories for Mastering Brokers and MCPs

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July 7, 2025
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10 Github Repositories for Mastering Agents and MCPs10 Github Repositories for Mastering Agents and MCPs
Picture by Writer | ChatGPT

 

Introduction

 
AI brokers are autonomous software program entities that understand their surroundings, make choices, and take actions to realize particular targets. They’re elementary to fashionable synthetic intelligence functions, starting from chatbots to complicated multi-agent techniques. The Mannequin Context Protocol (MCP) is an open commonplace designed for connecting AI fashions with exterior instruments, APIs, and knowledge sources. 

Each of those applied sciences are dominating the AI house, and corporations are utilizing them to automate repetitive duties and scale back workforce, as agentic AI can outperform junior-level staff in sure instances.

On this article, we’ll evaluate ten GitHub repositories that may assist you study the fundamentals of AI brokers and information you in constructing agent-based functions. These repositories embody tutorials, code samples, hands-on initiatives, useful sources, and even YouTube guides to speed up your studying journey.

 

10 GitHub Repositories for Mastering Brokers and MCPs

 

1. Study AI and LLMs from Scratch

Repo: ashishps1/learn-ai-engineering

This repository gives a structured path to understanding AI and huge language fashions (LLMs) from the bottom up, utilizing solely free sources. Whether or not you’re a newbie or brushing up on the fundamentals, you’ll find useful guides and hyperlinks.

 

2. Microsoft’s AI Brokers for Learners

Repo: microsoft/ai-agents-for-beginners

Get hands-on with 11 classes designed that can assist you construct your first AI brokers. Clear explanations and sensible examples make this a great start line for these wanting to know agentic techniques.

 

3. GenAI Brokers Tutorials and Implementations

Repo: NirDiamant/GenAI_Agents

Are you on the lookout for an in-depth exploration of Generative AI Agent strategies? This repository provides complete tutorials and initiatives, starting from fundamental to superior ideas, making it excellent for constructing sensible, interactive AI techniques. All initiatives are constructed utilizing Jupyter Pocket book, with detailed descriptions, code, and outputs that can assist you rapidly perceive how every software works.

 

4. Full Agentic AI Engineering Course

Repo: ed-donner/brokers

Discover ways to code and deploy AI Brokers in 6 weeks with the Agentic AI Engineering course. Observe together with code, initiatives, and classes tailor-made to offer you a strong basis in agent design and deployment.

 

5. System Prompts and Fashions of AI Instruments

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

Interested by how fashionable AI instruments work beneath the hood? This repo collects system prompts, instruments, and fashions from the functions like Cursor, Devin, Replit Agent, and extra. Discover real-world agent architectures and immediate engineering methods.

 

6. AI Brokers Masterclass (with Video Guides)

Repo: coleam00/ai-agents-masterclass

This repository is the companion for the masterclass sequence on YouTube, containing all of the code and sources discovered right here. Construct and increase on sensible agent examples as you study step-by-step by video tutorials.

 

7. Superior AI Brokers (Curated Listing)

Repo: e2b-dev/awesome-ai-agents

That is the last word checklist for anybody enthusiastic about autonomous brokers. Discover a curated assortment of one of the best AI agent frameworks, libraries, and analysis papers to speed up your initiatives or research. The checklist is split into open-source and closed-source brokers.

 

8. Superior MCP Servers

Repo: punkpeye/awesome-mcp-servers

Discover the checklist of Mannequin Context Protocol (MCP) servers. The checklist is split into classes equivalent to Artwork & Tradition, Browser Automation, Cloud Platforms, Code Execution, and extra. It’s maintained by our open-source neighborhood, which means you’ll find the newest and hottest MCP servers.

 

9. Superior MCP Shoppers

Repo: punkpeye/awesome-mcp-clients

We now have checked the checklist of MCP servers; now, we’re checking the checklist of prime MCP purchasers. These purchasers can embody Python frameworks, desktop chatbots, VSCode extensions, agentic code editors, and CLI instruments like Claude Code.

 

10. Superior LLM Apps with Brokers and RAG

Repo: Shubhamsaboo/awesome-llm-apps

Uncover apps that mix AI brokers, retrieval-augmented technology (RAG), MCP servers, and cutting-edge fashions like OpenAI, Anthropic, and Gemini. After studying the fundamentals, you will get inspiration from these initiatives and begin constructing your portfolio.

 

Remaining Ideas

 
Giant language fashions have limitations, and we now have seen this firsthand. We had been excited concerning the potential of synthetic common intelligence, however we’re at present witnessing corporations manipulate benchmarks to advertise their new AI fashions. So, what’s subsequent for AI, and the way can we make it higher? 

One promising path includes brokers and MCP servers. These brokers and MCP servers present extra capabilities for LLMs to extract extra data and assist automate your workflow. 

You may construct functions that search the Web for inventory costs, analyze the market and information, and purchase or promote shares in real-time. Individuals are making thousands and thousands by doing this.

So, what are you ready for? Discover ways to construct your personal agentic software and begin utilizing AI the proper manner.
 
 

Abid Ali Awan (@1abidaliawan) is an authorized knowledge scientist skilled who loves constructing machine studying fashions. At present, he’s specializing in content material creation and writing technical blogs on machine studying and knowledge science applied sciences. Abid holds a Grasp’s diploma in expertise administration and a bachelor’s diploma in telecommunication engineering. His imaginative and prescient is to construct an AI product utilizing a graph neural community for college kids combating psychological sickness.

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High 7 Open Supply OCR Fashions


10 Github Repositories for Mastering Agents and MCPs10 Github Repositories for Mastering Agents and MCPs
Picture by Writer | ChatGPT

 

Introduction

 
AI brokers are autonomous software program entities that understand their surroundings, make choices, and take actions to realize particular targets. They’re elementary to fashionable synthetic intelligence functions, starting from chatbots to complicated multi-agent techniques. The Mannequin Context Protocol (MCP) is an open commonplace designed for connecting AI fashions with exterior instruments, APIs, and knowledge sources. 

Each of those applied sciences are dominating the AI house, and corporations are utilizing them to automate repetitive duties and scale back workforce, as agentic AI can outperform junior-level staff in sure instances.

On this article, we’ll evaluate ten GitHub repositories that may assist you study the fundamentals of AI brokers and information you in constructing agent-based functions. These repositories embody tutorials, code samples, hands-on initiatives, useful sources, and even YouTube guides to speed up your studying journey.

 

10 GitHub Repositories for Mastering Brokers and MCPs

 

1. Study AI and LLMs from Scratch

Repo: ashishps1/learn-ai-engineering

This repository gives a structured path to understanding AI and huge language fashions (LLMs) from the bottom up, utilizing solely free sources. Whether or not you’re a newbie or brushing up on the fundamentals, you’ll find useful guides and hyperlinks.

 

2. Microsoft’s AI Brokers for Learners

Repo: microsoft/ai-agents-for-beginners

Get hands-on with 11 classes designed that can assist you construct your first AI brokers. Clear explanations and sensible examples make this a great start line for these wanting to know agentic techniques.

 

3. GenAI Brokers Tutorials and Implementations

Repo: NirDiamant/GenAI_Agents

Are you on the lookout for an in-depth exploration of Generative AI Agent strategies? This repository provides complete tutorials and initiatives, starting from fundamental to superior ideas, making it excellent for constructing sensible, interactive AI techniques. All initiatives are constructed utilizing Jupyter Pocket book, with detailed descriptions, code, and outputs that can assist you rapidly perceive how every software works.

 

4. Full Agentic AI Engineering Course

Repo: ed-donner/brokers

Discover ways to code and deploy AI Brokers in 6 weeks with the Agentic AI Engineering course. Observe together with code, initiatives, and classes tailor-made to offer you a strong basis in agent design and deployment.

 

5. System Prompts and Fashions of AI Instruments

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

Interested by how fashionable AI instruments work beneath the hood? This repo collects system prompts, instruments, and fashions from the functions like Cursor, Devin, Replit Agent, and extra. Discover real-world agent architectures and immediate engineering methods.

 

6. AI Brokers Masterclass (with Video Guides)

Repo: coleam00/ai-agents-masterclass

This repository is the companion for the masterclass sequence on YouTube, containing all of the code and sources discovered right here. Construct and increase on sensible agent examples as you study step-by-step by video tutorials.

 

7. Superior AI Brokers (Curated Listing)

Repo: e2b-dev/awesome-ai-agents

That is the last word checklist for anybody enthusiastic about autonomous brokers. Discover a curated assortment of one of the best AI agent frameworks, libraries, and analysis papers to speed up your initiatives or research. The checklist is split into open-source and closed-source brokers.

 

8. Superior MCP Servers

Repo: punkpeye/awesome-mcp-servers

Discover the checklist of Mannequin Context Protocol (MCP) servers. The checklist is split into classes equivalent to Artwork & Tradition, Browser Automation, Cloud Platforms, Code Execution, and extra. It’s maintained by our open-source neighborhood, which means you’ll find the newest and hottest MCP servers.

 

9. Superior MCP Shoppers

Repo: punkpeye/awesome-mcp-clients

We now have checked the checklist of MCP servers; now, we’re checking the checklist of prime MCP purchasers. These purchasers can embody Python frameworks, desktop chatbots, VSCode extensions, agentic code editors, and CLI instruments like Claude Code.

 

10. Superior LLM Apps with Brokers and RAG

Repo: Shubhamsaboo/awesome-llm-apps

Uncover apps that mix AI brokers, retrieval-augmented technology (RAG), MCP servers, and cutting-edge fashions like OpenAI, Anthropic, and Gemini. After studying the fundamentals, you will get inspiration from these initiatives and begin constructing your portfolio.

 

Remaining Ideas

 
Giant language fashions have limitations, and we now have seen this firsthand. We had been excited concerning the potential of synthetic common intelligence, however we’re at present witnessing corporations manipulate benchmarks to advertise their new AI fashions. So, what’s subsequent for AI, and the way can we make it higher? 

One promising path includes brokers and MCP servers. These brokers and MCP servers present extra capabilities for LLMs to extract extra data and assist automate your workflow. 

You may construct functions that search the Web for inventory costs, analyze the market and information, and purchase or promote shares in real-time. Individuals are making thousands and thousands by doing this.

So, what are you ready for? Discover ways to construct your personal agentic software and begin utilizing AI the proper manner.
 
 

Abid Ali Awan (@1abidaliawan) is an authorized knowledge scientist skilled who loves constructing machine studying fashions. At present, he’s specializing in content material creation and writing technical blogs on machine studying and knowledge science applied sciences. Abid holds a Grasp’s diploma in expertise administration and a bachelor’s diploma in telecommunication engineering. His imaginative and prescient is to construct an AI product utilizing a graph neural community for college kids combating psychological sickness.

Tags: AgentsGitHubMasteringMCPsRepositories

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