15- Save 98% Tokens! Master Claude AI Subagents & Convert MCP Servers to Skills | Abdul Wahab

About this lesson

In this advanced lesson of the Agentic AI Course, Abdul Wahab reveals how to optimize your AI workflows by mastering Subagents and converting MCP (Model Context Protocol) Servers into Skills. You will learn how to build a high-efficiency "digital team" that can handle complex, parallel tasks without cluttering your main context window or draining your token quota . Key Topics Covered in This Video: The Power of Subagents: Why you should stop putting the entire burden on a single main agent. Learn how specialized subagents with isolated context windows improve efficiency and keep your primary session clean . Parallel Execution Demo: Watch a real-world case study of a market research task for a Pishawari Chappal business. See how three subagents (SEO, Competitor Analysis, and Social Media) work simultaneously to deliver a comprehensive report in record time . Subagents vs. Skills: A detailed breakdown of the differences. Skills are lightweight and share the main context window, while Subagents are for complex, multi-step workflows like audits and refactoring with their own independent memory . The 98% Token Hack: Discover how compiling MCP servers into Skills can reduce your token consumption from 100,000 to just 2,000 tokens . Learn why MCPs load all tool data into a session while Skills only send metadata until they are needed . Playwright Automation: A practical walkthrough using the Playwright MCP versus the Playwright Skill to browse the web and extract data efficiently . Decision Framework: Learn exactly when to use an MCP server and when it’s time to convert it into a Skill based on usage frequency and data size . By the end of this tutorial, you will know how to manage a team of AI agents like a CEO, ensuring that every task is handled by the right "expert" while keeping your operational costs at a minimum . Homework: Download the Skills Lab folder, install the Playwright Skill, and use it to visit a website. Compare the token usage and speed between using the raw MCP and the compiled Skill .