This repository provides a workshop for building multi-agent AI systems from scratch. It includes implementations of a Deep Research Agent and a LinkedIn Writing Workflow, both served as MCP servers that connect to AI coding tools like Claude Code or Cursor. The workshop covers agent architecture patterns, tool integration, and orchestrating multiple AI agents working together.