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AI Vibe Coding for MCP Tool Development

Course Information

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

Venue

12 Woodlands Square #07-85/86/87 Woods Square Tower 1, Singapore 737715. 5 mins walk from Woodlands (NS9) MRT station.

The venue is disabled-friendly.

Course Brochure

Download Course Brochure

Certification

  • Certificate of Achievement from Tertiary Infotech Academy Pte Ltd - Upon meeting at least 75% attendance and passing the assessment(s), participants will receive a Certificate of Achievement from Tertiary Infotech Academy Pte Ltd.

AI Vibe Coding for MCP Tool Development

Course Code: C1231
AI Vibe Coding Series

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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.

Funding Options

No funding is available for this course

For WSQ funding, please checkout the details at WSQ - Agentic AI Applications with Claude Code

Course Fee

$700.00 (GST-exclusive)
$763.00 (GST-inclusive)

Course Date

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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.

Post-Course Support

  • We provide free consultation related to the subject matter after the course.
  • Please email your queries to enquiry@tertiaryinfotech.com and we will forward your queries to the subject matter experts.

Cancellation & Reschedule Policy

  • You can register your interest without upfront payment. There is no penalty for withdrawal of the course before the class commences.
  • We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% for any paid amount.
  • Note the venue of the training is subject to changes due to availability of the classroom.

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

Terence Ee is an experienced IT leader and consultant with more than 25 years of expertise in technology management, information systems, and digital transformation. He has served as Chief Information Officer at the Supreme Court of Singapore and Vice President of Information Systems at Senoko Energy, where he led major IT modernization projects. Since 2017, he has worked as an independent consultant and ACLP-certified trainer, specializing in guiding SMEs and enterprises in adopting future-ready digital platforms. As a WSQ-accredited trainer, Terence delivers programs in digital collaboration, IT governance, and productivity tools. His facilitation emphasizes case studies, simulations, and hands-on practice, enabling learners to apply modern IT systems such as Microsoft 365 and Google Workspace to improve collaboration and business efficiency. With his leadership background and deep IT expertise, Terence prepares learners to thrive in digitally transforming environments.

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