Model Context Protocol (MCP) Explained: It’s Not What You Think

MCP is everywhere right now — but it is often confused with APIs, tools, function calling, plugins, and connectors. In this video, we break down what MCP actually is, why it matters for AI agents, and what problem it solves. We look at MCP as a standard connection layer between AI apps and external tools, data, and systems. We cover MCP architecture, host-client-server roles, tools, resources, prompts, tool discovery, tool execution, local vs remote MCP, and when you should — or should not — use MCP in real projects. 👇 Chapters 00:00 - Intro 00:30 - MCP confusion 01:30 - Before MCP 02:41 - After MCP 03:38 - MCP concepts 06:40 - MCP lifecycle 08:11 - Tool discovery 10:23 - Tool execution 12:39 - MCP vs APIs vs function calling 15:27 - Local vs remote MCP 16:55 - Enterprise reality 18:08 - When to use MCP 📺 Playlists → Prototype to Production with Google ADK →    • Prototype to Production with Google ADK   → Building AI Agent with Google ADK Playlist →    • Building AI Agents with Google ADK   → Function calling Playlist →    • Function Calling with LLMs   #MCP #ModelContextProtocol #AIAgents #AgenticAI #FunctionCalling #AIEngineering #GenAI

MCP Tutorial: Build Your First MCP Server and Client from Scratch (Free Labs)
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MCP Tutorial: Build Your First MCP Server and Client from Scratch (Free Labs)

MIT Just Revealed the AI Bubble's Fatal Flaw
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MIT Just Revealed the AI Bubble's Fatal Flaw

API Contracts Results - apilabs - AI Context Generation Cursor MCP
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API Contracts Results - apilabs - AI Context Generation Cursor MCP

System Design Explained: APIs, Databases, Caching, CDNs, Load Balancing & Production Infra
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System Design Explained: APIs, Databases, Caching, CDNs, Load Balancing & Production Infra

Model Context Protocol (MCP) Explained for Beginners: AI Flight Booking Demo!
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Model Context Protocol (MCP) Explained for Beginners: AI Flight Booking Demo!

Harness Engineering Masterclass: Technical Deep Dive on how to build Agentic Systems
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Harness Engineering Masterclass: Technical Deep Dive on how to build Agentic Systems

OWASP's Top 10 Ways to Attack LLMs: AI Vulnerabilities Exposed
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OWASP's Top 10 Ways to Attack LLMs: AI Vulnerabilities Exposed

RAG & MCP Fundamentals – A Hands-On Crash Course
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RAG & MCP Fundamentals – A Hands-On Crash Course

Callbacks in Google ADK | Observe, Customize & Control Agent Behaviour
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Callbacks in Google ADK | Observe, Customize & Control Agent Behaviour

Tutorial: Auth for Remote MCP Servers (Step by Step) | OAuth 2.1 with ScaleKit
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Tutorial: Auth for Remote MCP Servers (Step by Step) | OAuth 2.1 with ScaleKit

How to use GitHub Copilot (the complete beginner's guide)
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How to use GitHub Copilot (the complete beginner's guide)

Why AI Agents Cost More Than You Think!
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Why AI Agents Cost More Than You Think!

Monitor and Debug AI Agents in Production | Prototype to Production
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Monitor and Debug AI Agents in Production | Prototype to Production

Model Context Protocol Clearly Explained | MCP Beyond the Hype
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Model Context Protocol Clearly Explained | MCP Beyond the Hype

Full Walkthrough: Workflow for AI Coding — Matt Pocock
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Full Walkthrough: Workflow for AI Coding — Matt Pocock

God Says:"TAKE THIS MESSAGE SERIOUSLY, BECAUSE ONLY YOU ARE SEEING IT"/God Message Now/God Message
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God Says:"TAKE THIS MESSAGE SERIOUSLY, BECAUSE ONLY YOU ARE SEEING IT"/God Message Now/God Message

Google ADK Plugins Explained | Logging, Guardrails, and Global Runtime Control
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Google ADK Plugins Explained | Logging, Guardrails, and Global Runtime Control

Don't learn AI Agents without Learning these Fundamentals
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Don't learn AI Agents without Learning these Fundamentals

LangSmith Tutorial for Beginners
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LangSmith Tutorial for Beginners

Keynote: After the AI Hype – What’s Real, and What’s Next - Richard Campbell - 2026
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Keynote: After the AI Hype – What’s Real, and What’s Next - Richard Campbell - 2026