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AI Vibe Coding for MCP Tool Development

Course Information

  • Sessions 1 day
  • Duration 15 hrs
  • Level Intermediate
  • Assessment NA

Venue

Kuala Lumpur: G-3A-02, Suite Pejabat Korporat, KL Gateway, No 2, Jalan kerinchi, Gerbang kernichi Lestari, 59200 Kuala Lumpur, Malaysia
Penang: Jalan Sungai Dua, 11700 Penang, Malaysia.

Course Brochure

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Certification

  • Certificate of Completion from Tertiary Courses - Upon meeting at least 75% attendance and passing the assessment(s), participants will receive a Certificate of Completion from Tertiary Courses.

AI Vibe Coding for MCP Tool Development

Course Code: C1231
AI Vibe Coding Series
  • HRDF

5 Review(s) | Add Your Review

What's This Course About

Build MCP (Model Context Protocol) tools without wrestling with boilerplate. In this hands-on 2-day course you will use AI coding assistants—Cursor, GitHub Copilot and Claude—to vibe code MCP servers end to end with FastMCP: describe the tool you want in plain English, let the AI generate the code, then review, test and iterate with follow-up prompts. You will learn the prompting patterns that keep AI-generated MCP tools correct, secure and reliable when connected to real AI assistants.

Over four practical topics you will vibe code the full MCP workflow—from standing up your first FastMCP server, to building tool functions, resources and prompt templates, connecting them to APIs, databases and AI assistants, and finally deploying and securing production-ready MCP servers. By the end of the course, you will have working MCP tools you built with AI assistance and a repeatable AI vibe coding workflow you can apply to any AI integration project.

Course Fee

MYR700.00

Course Date

Additional Note

Please bring your own laptop for hands-on training. If you don't have laptop, we can provide spare laptop for training use.

Disclaimer: The course dates displayed on our website are tentative and subject to trainer availability. We will confirm the final date after checking with the trainer. You are also welcome to email us your preferred date at sales@tertiarycourses.com.my, and we will do our best to coordinate with the trainer's schedule.

Post-Course Support

  • We may provide consultation related to the subject matter after the course.
  • Please email your queries to sales@tertiarycourses.com.my and we will forward your queries to the subject matter experts and get back to you as soon as possible.

Cancellation & Reschedule Policy

  • We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
  • Note: the venue of the training is subject to changes due to class size and availability of the classroom. The minimum class size to start a class is 3 Pax.

Course Details

Course Details

What You'll Learn

Topic 1 AI Vibe Coding for MCP Fundamentals

  • What Is AI Vibe Coding
  • Setting Up Cursor, GitHub Copilot and Claude for MCP Development
  • Overview of Model Context Protocol (MCP) Architecture
  • Understanding MCP Tools, Resources and Prompts
  • Installing and Configuring FastMCP
  • Vibe Coding Your First MCP Server

Topic 2 Vibe Coding MCP Tools with FastMCP

  • Designing MCP Tools for Real-World Workflows
  • Vibe Coding Tool Functions from Plain-English Prompts
  • Adding Resources and Prompt Templates to MCP Servers
  • Handling Inputs, Outputs and Errors in MCP Tools
  • Testing MCP Tools with AI Clients
  • Reviewing and Debugging AI-Generated MCP Code

Topic 3 Connecting MCP Tools to AI Assistants and APIs

  • Connecting MCP Servers to Claude and Other AI Assistants
  • Vibe Coding API Integrations for MCP Tools
  • Working with Databases and Files from MCP Tools
  • Authentication and Permission Management for MCP Tools
  • Iterating and Improving MCP Tools with Follow-Up Prompts

Topic 4 Deploying and Scaling MCP Tools

  • Packaging and Deploying FastMCP Servers
  • Local and Remote MCP Transports (stdio and HTTP)
  • Security Best Practices for MCP Tools
  • Performance Optimisation and Debugging
  • Real-World Use Cases of MCP Tools in AI Workflow Automation
  • Capstone: Vibe Code an End-to-End MCP Tool

Course Info

Prerequisite

This is a intermediate level course. The following prerequisite is assumed

Software Requirement

Please download and install the following software prior to the class

Job Roles

Job Roles

  • AI Tools Developer
  • MCP Solutions Engineer
  • AI Integration Specialist
  • Full Stack AI Developer
  • AI Automation Engineer
  • DevOps Engineer (AI Platforms)
  • AI Product Developer
  • Software Engineer (AI Tools)
  • AI Platform Architect
  • Machine Learning Engineer
  • AI Workflow Automation Specialist
  • Backend Developer (AI Services)
  • API Developer
  • AI Solutions Consultant
  • Conversational AI Developer
  • AI Infrastructure Engineer
  • Technical Lead (AI Development)
  • AI Application Developer
  • Prompt Engineer
  • AI Systems Integrator

Trainers

Trainers

Saeid is co-founder of Skymics Sdn Bhd. He has 8 years of experience in the field of IoT (Internet of Things) and Information Technology. He is a certified IBM IoT Practitioner and instructor, and a Certified Citizen Data Scientist Train-The-Trainer. He has been co-inventor of 3 inventions during the last 4 years.

Review

Customer Reviews (5)

Learned a lot Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
The trainer is an expert in the subject and shared many practical insights from real projects. (Posted on 28/06/2026)
Fantastic experience Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
The course materials were detailed and easy to reference afterwards. Great value for money. (Posted on 22/11/2025)
Great practical training Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Well organised course with clear objectives. The step-by-step approach made it easy to follow. (Posted on 15/02/2025)
Very informative Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
The trainer was knowledgeable and explained the concepts clearly with real-world examples. (Posted on 08/10/2024)
Would attend again Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Very engaging session. The trainer patiently answered all our questions and gave useful tips. (Posted on 28/04/2024)

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