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9 changes: 4 additions & 5 deletions units/en/unit0/introduction.mdx
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Expand Up @@ -6,10 +6,6 @@ Welcome to the most exciting topic in AI today: **Model Context Protocol (MCP)**

This free course, built in partnership with [Anthropic](https://www.anthropic.com), will take you on a journey, **from beginner to informed**, in understanding, using, and building applications with MCP.

If you don't know about MCP, Anthropic published a video about it:
<Youtube id="CQywdSdi5iA" />
In this video Theo Chu, David Soria Parra and Alex Albert dive into the Model Context Protocol (MCP), the standard that's changing how AI applications connect with external data and tools.

This first unit will help you onboard:

* Discover the **course's syllabus**.
Expand Down Expand Up @@ -122,12 +118,15 @@ Ben is a Machine Learning Engineer at Hugging Face who focuses on building LLM a

### Alex Notov

Alex is Technical Partner Enablement Lead at Anthropic. Alex trains Anthropic's partners on Claude best practices for their use cases. Follow Alex on [LinkedIn](https://linkedin.com/in/zealoushacker) and [GitHub](https://github.com/zealoushacker).
Alex is Technical Partner Enablement Lead at [Anthropic](https://www.anthropic.com) and worked on unit 3 of this course. Alex trains Anthropic's partners on Claude best practices for their use cases. Follow Alex on [LinkedIn](https://linkedin.com/in/zealoushacker) and [GitHub](https://github.com/zealoushacker).

## Acknowledgments

We would like to extend our gratitude to the following individuals and partners for their invaluable contributions and support:

- [Gradio](https://www.gradio.app/)
- [Continue](https://continue.dev)
- [Llama.cpp](https://github.com/ggerganov/llama.cpp)
- [Anthropic](https://www.anthropic.com)

## I found a bug, or I want to improve the course
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9 changes: 8 additions & 1 deletion units/en/unit3/introduction.mdx
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Expand Up @@ -2,6 +2,12 @@

Welcome to Unit 3! In this unit, we'll build a practical MCP server that enhances Claude Code with custom development workflows while learning all three MCP primitives.

If you'd like to hear from the creators of MCP, here's a video they made:

<Youtube id="CQywdSdi5iA" />

In this video Theo Chu, David Soria Parra and Alex Albert dive into the Model Context Protocol (MCP), the standard that's changing how AI applications connect with external data and tools.

## What You'll Build

**PR Agent Workflow Server** - An MCP server that demonstrates how to make Claude Code team-aware and workflow-intelligent:
Expand Down Expand Up @@ -76,4 +82,5 @@ Once installed, you'll use Claude Code throughout this unit to test your MCP ser

</Tip>

By the end of this unit, you'll have built a complete MCP server that demonstrates how to transform Claude Code into a powerful team development assistant, with hands-on experience using all three MCP primitives.
By the end of this unit, you'll have built a complete MCP server that demonstrates how to transform Claude Code into a powerful team development assistant, with hands-on experience using all three MCP primitives.