docs: add comment to README.md explaining repo purpose

README.md

@@ -1,48 +1,81 @@
+<!--
+  AI Cookbook Repository
+
+  This repository is a curated collection of production-ready AI agents
+  and systems. It provides hands-on examples for building real-world AI
+  applications including:
+  - Autonomous AI agents (bank statement analyzer, data analysis, etc.)
+  - RAG pipelines for audio and PDF processing
+  - MCP integrations for GitHub and trading platforms
+  - Voice cloning systems for content automation
+  - Multi-agent workflows using LangChain and LangGraph
+
+  Built with models from OpenAI, Anthropic, and open-source alternatives.
+  Each project solves actual problems, not just demos.
+-->
+
 # 🤖 AI Cookbook
 
-A hands-on collection of production-ready AI agents and systems. This repository features practical AI applications spanning autonomous agents, RAG pipelines, voice cloning, financial automation, and multi-agent workflows. Built with models from OpenAI, Anthropic, and fine-tuned open-source alternatives.
+A hands-on collection of production-ready AI agents and systems. This
+repository features practical AI applications spanning autonomous agents,
+RAG pipelines, voice cloning, financial automation, and multi-agent
+workflows. Built with models from OpenAI, Anthropic, and fine-tuned
+open-source alternatives.
 
 ## 🔥 Why AI Cookbook?
 
-💡 **Real-world AI projects** that solve actual problems — not just demos or proof-of-concepts.
+💡 **Real-world AI projects** that solve actual problems — not just demos
+or proof-of-concepts.
 
-🎓 **Learn how to build** end-to-end AI systems from data extraction to autonomous decision-making.
+🎓 **Learn how to build** end-to-end AI systems from data extraction to
+autonomous decision-making.
 
-🚀 **Explore cutting-edge tech** — voice cloning with zero marginal cost, RAG agents that process documents intelligently, and multi-agent orchestration with LangGraph.
+🚀 **Explore cutting-edge tech** — voice cloning with zero marginal cost,
+RAG agents that process documents intelligently, and multi-agent
+orchestration with LangGraph.
 
 ## 📂 Featured AI Projects
 
 ### 🤖 AI Agents
 
 #### 📊 Bank Statement Analyzer
-AI agent for analyzing financial statements and banking documents with intelligent data extraction.
+
+AI agent for analyzing financial statements and banking documents with
+intelligent data extraction.
 
 **Tech Stack:** `Python` `LLM` `Finance`
 
 ---
 
 #### 🧠 Data Analysis Agent
-Autonomous agent for processing and interpreting datasets with automated insights generation.
+
+Autonomous agent for processing and interpreting datasets with automated
+insights generation.
 
 **Tech Stack:** `Python` `Data Analysis` `AI`
 
 ---
 
 #### ✈️ Itinerary Agent
-Travel planning and itinerary generation agent powered by AI recommendations.
+
+Travel planning and itinerary generation agent powered by AI
+recommendations.
 
 **Tech Stack:** `Python` `Travel` `Planning`
 
 ---
 
 #### 📰 News Aggregator Agent
-Multi-source news collection and aggregation with intelligent categorization.
+
+Multi-source news collection and aggregation with intelligent
+categorization.
 
 **Tech Stack:** `Python` `News` `Web Scraping`
 
 ---
 
 #### ✍️ Writing Agent
+
 AI-powered writing assistant for content generation and editing.
 
 **Tech Stack:** `Python` `NLP` `Content Generation`
@@ -52,13 +85,16 @@ AI-powered writing assistant for content generation and editing.
 ### 🔌 MCP AI Agents
 
 #### 🐙 GitHub Repo Explorer
-Intelligent repository exploration and analysis using Model Context Protocol.
+
+Intelligent repository exploration and analysis using Model Context
+Protocol.
 
 **Tech Stack:** `Python` `MCP` `GitHub API`
 
 ---
 
 #### 📈 Zerodha MCP Agent
+
 Trading and portfolio analysis agent with MCP integration.
 
 **Tech Stack:** `Python` `MCP` `Finance`
@@ -68,13 +104,15 @@ Trading and portfolio analysis agent with MCP integration.
 ### 📑 RAG (Retrieval Augmented Generation)
 
 #### 🎵 Audio RAG Agent
+
 Process and query audio content with intelligent retrieval and generation.
 
 **Tech Stack:** `Python` `RAG` `Audio Processing`
 
 ---
 
 #### 📄 PDF RAG Agent
+
 Document processing and intelligent Q&A for PDF files.
 
 **Tech Stack:** `Python` `RAG` `PDF Processing`
@@ -84,21 +122,25 @@ Document processing and intelligent Q&A for PDF files.
 ### 🎯 Production AI Systems
 
 #### 🃏 Poker Strategy Assistant
+
 AI-powered poker analysis and strategy recommendations.
 
 **Tech Stack:** `Python` `Game Theory` `AI`
 
 ---
 
 #### 💼 PM Interview Simulator
+
 Practice product management interviews with AI-driven feedback.
 
 **Tech Stack:** `Python` `Interview Prep` `AI`
 
 ---
 
 #### 🎙️ Voice Cloning for YouTube Automation
-Fine-tuned XTTS v2 model for voice cloning to automate YouTube shorts. Local training on M4 MacBook with zero marginal cost per generation.
+
+Fine-tuned XTTS v2 model for voice cloning to automate YouTube shorts.
+Local training on M4 MacBook with zero marginal cost per generation.
 
 **Tech Stack:** `Voice Cloning` `Fine-Tuning` `XTTS`
 
@@ -114,13 +156,18 @@ Fine-tuned XTTS v2 model for voice cloning to automate YouTube shorts. Local tra
 ## 📚 Learn More
 
 Want to learn how I build these systems? Check out:
-- 📝 [Substack](https://whenibuild.substack.com/) - Deep dives into AI architecture
-- 🎥 [YouTube](https://www.youtube.com/@aicookbooks) - Tutorials and walkthroughs
+
+- 📝 [Substack](https://whenibuild.substack.com/) - Deep dives into AI
+  architecture
+- 🎥 [YouTube](https://www.youtube.com/@aicookbooks) - Tutorials and
+  walkthroughs
 
 ## ⭐ Support
 
-If you find this repository useful and want to see more production-ready AI projects, please star this repo!
+If you find this repository useful and want to see more production-ready
+AI projects, please star this repo!
 
 ---
 
-**Built by [Atul Pandey](https://www.linkedin.com/in/atulpandey-iift)** | AI Builder
+**Built by [Atul Pandey](https://www.linkedin.com/in/atulpandey-iift)** |
+AI Builder