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Building Agentic AI with Model Context Protocol

This AI Agents course provides a practical, hands-on introduction to building agentic AI applications using the Model Context Protocol (MCP). Participants will learn the core architecture of MCP, how...

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Duration 2 days
Course Code GAI-2104
Available Formats Classroom

Overview

This AI Agents course provides a practical, hands-on introduction to building agentic AI applications using the Model Context Protocol (MCP). Participants will learn the core architecture of MCP, how to enable Retrieval Augmented Generation (RAG) with resources and roots, design prompt templates, expose and use tools, and build agentic applications that integrate LLMs, tools, and resources. The course emphasizes real-world labs and best practices for developing secure, robust, and extensible agentic AI systems.

Skills Gained

By the end of this course, participants will be able to:

  • Understand the architecture and components of the Model Context Protocol.
  • Enable Retrieval Augmented Generation (RAG) using MCP resources and roots.
  • Design and implement prompt templates and multi-step workflows.
  • Expose and integrate tools for LLM-driven applications.
  • Build, test, and debug agentic applications using MCP.

Who Can Benefit

  • Software developers
  • Data scientists

Prerequisites

Course Details

Software

All attendees must have a modern web browser and an Internet connection.

Introduction to Model Context Protocol

  • Why Model Context Protocol?
  • Core Architecture and Components
  • Defining Hosts, Models, and Contexts
  • MCP Layers, Protocols, and Connections
  • Message Types and Purposes

Enabling RAG with Resources and Roots

  • Exposing Data with Resources
  • Building Resource URIs and Types
  • Reading Resources from the Server
  • Resource Discovery with Templates
  • Updating Resources in Real-Time
  • Establishing Focus with Roots

Building Patterns with Prompt Templates

  • Understanding the Prompt Structure
  • Making Prompts Discoverable
  • Expanding Prompts into Multi-step Workflows
  • Embedding Resources in Prompts
  • Integrating Prompts into Applications

Enabling Tool-Use on Servers

  • Defining a Tool for LLM Readability
  • Patterns of Tool Use
  • Exposing Tools for Discovery
  • Testing and Validating Tools
  • Handling Errors and Exceptions

Using LLMs from MCP Servers with Sampling

  • How Sampling Works and What It’s for
  • Writing Sampling Requests
  • Creating Sampling Responses
  • Adding a Human-in-the-Loop
  • Security Considerations and Best Practices

Building Agentic Applications with MCP

  • Understanding Where the Agent will “Live”
  • Understanding Agentic Applications
  • Integrating LLMs, Tools, and Resources
  • Building a Simple Agentic Application
  • Testing and Debugging Agentic Applications
  • Future Directions for Agentic Applications

Schedule

FAQ

Does the course schedule include a Lunchbreak?

Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does Ascendient Learning deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

How do I request a W9 for Ascendient Learning?

View our filing status and how to request a W9.

Reviews

Both course material and instructor demonstrated a sound foundation on Maximo material

Good training materials and lecture. And hands on lab and the instructor guiding was good.

ExitCertified gave a great course on AWS that covered all of the basics in depth with good lab materials.

the interface was super easy to use and the instructions to get ready for the course was also very simple and easy to understand.

They were very good. They made sure everyone was able to get into the training and got all of the material needed for class.