From 16ca1e4499be68f8bd014f33934599403f8e9b48 Mon Sep 17 00:00:00 2001
From: Nick Ferguson <98440329+itprodirect@users.noreply.github.com>
Date: Thu, 5 Jun 2025 20:40:53 -0400
Subject: [PATCH] docs: add time-saving callouts
---
README.md | 16 ++++++++++++++++
1 file changed, 16 insertions(+)
diff --git a/README.md b/README.md
index ae7c3f80..71b458b7 100644
--- a/README.md
+++ b/README.md
@@ -21,11 +21,15 @@ This repository covers:
---
## 🛠️ **Getting Started**
+
### 1️⃣ **Clone the Repository**
```bash
git clone https://github.com/itprodirect/Model-Context-Protocol-101.git
cd Model-Context-Protocol-101
```
+
+Time Saver: Having the repo locally lets independent insurance agents run examples without repeated downloads.
+
### 2️⃣ **Create a Virtual Environment**
```bash
@@ -35,21 +39,33 @@ source venv/bin/activate
# On Windows
venv\Scripts\activate
```
+
+Time Saver: Isolating dependencies avoids conflicts so independent agents spend less time troubleshooting setups.
+
### 3️⃣ **Install Dependencies**
```bash
pip install -r requirements.txt
```
+
+Time Saver: A single command installs everything needed so independent agents can start experimenting right away.
+
### 4️⃣ **Run Jupyter Notebook**
```bash
jupyter notebook notebooks/Model-Context-Protocol-101.ipynb
```
+
+Time Saver: Interactive notebooks showcase MCP features without extra scripting, letting independent agents focus on results.
+
### 5️⃣ **Run Tests**
```bash
pytest
```
+
+Time Saver: Quick tests confirm everything works so independent agents can iterate confidently.
+
---
## 🔑 Key Features