Adding MCP note to README

Added section about MCP Server and its purpose.

Author: KDachev4

README.md

@@ -10,6 +10,9 @@ Most textbooks bury good ideas under dense notation, skip the intuition, assume
 ## Background
 Over the past years working in AI/ML, I filled notebooks with intuition first, real-world context, no hand-waving explanations of maths, computing and AI concepts. In 2025, a few friends used these notes to prep for interviews at DeepMind, OpenAI, Nvidia etc. They all got in and currently perform well in their roles. Meanwhile I got in Y Combinator last year. So I'm sharing to everyone.
 
+## MCP Server
+This repo includes an MCP server that lets any AI assistant (Claude Code, Cursor, VS Code, etc.) use the compendium as a knowledge base. It requires a local clone of the repo. Comes with tools for educational purposes and example implementations.
+
 ## Outline 
 
 | # | Chapter | Summary | Status |
@@ -44,4 +47,4 @@ Over the past years working in AI/ML, I filled notebooks with intuition first, r
   publisher = {GitHub},
   url       = {https://github.com/HenryNdubuaku/maths-cs-ai-compendium}
 }
-```
+```