Update README.md

README.md

@@ -11,9 +11,17 @@ pinned: false
 short_description: Streamlit template space
 ---
 
-# Welcome to Streamlit!
+# AI-Powered Scientific Research Companion
 
-Edit `/src/streamlit_app.py` to customize this app to your heart's desire. :heart:
+This repository implements an AI-driven research assistant using the Model Context Protocol (MCP). It enables end-to-end capabilities:
 
-If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community
-forums](https://discuss.streamlit.io).
+- 🔍 **Discovery & Ingestion**: Search journals, preprint servers, and web via MCP servers (e.g. `pskill9/web-search`, `metatool-ai/metatool-app`).
+- 📓 **Reproducible Notebook**: Retrieve and run code snippets for core experiments via a Python-run MCP server.
+- 🔗 **Knowledge Graph**: Build and visualize relationships (methods, datasets, concepts) via a vector-store MCP (e.g. Chroma).
+- 🔧 **Provenance Tracking**: Store metadata and run history in a SQL database via MCP.
+
+## Getting Started
+1. Clone this repo:
+   ```bash
+   git clone https://huggingface.co/spaces/your-username/MCP_Research
+   cd MCP_Research