diff --git a/documentation/docs/mcp/neighborhood-mcp.md b/documentation/docs/mcp/neighborhood-mcp.md
index 358faf59b25f..c306ee8a90c1 100644
--- a/documentation/docs/mcp/neighborhood-mcp.md
+++ b/documentation/docs/mcp/neighborhood-mcp.md
@@ -11,21 +11,26 @@ import CLIExtensionInstructions from '@site/src/components/CLIExtensionInstructi
-This tutorial covers how to add the Neighborhood extension to goose, enabling you to discover nearby restaurants, browse menus, and place takeout orders through natural conversation. Sellers are US-based.
+Order food from nearby restaurants — right from your goose chat. Sellers are currently US-based.
-:::tip TLDR
+In this tutorial, you'll learn how to set up the Neighborhood extension and use it to discover nearby restaurants, browse menus, build a cart, and check out — all through natural conversation with goose.
+
+## Quick Install
+
+:::tip
- [Launch the installer](goose://extension?type=streamable_http&url=https%3A%2F%2Fconnect.squareup.com%2Fv2%2Fmcp%2Fneighborhood&id=neighborhood&name=Neighborhood&description=Discover%20nearby%20restaurants%2C%20browse%20menus%2C%20and%20place%20takeout%20orders%20through%20natural%20conversation.)
+ [Install Neighborhood extension](goose://extension?type=streamable_http&url=https%3A%2F%2Fconnect.squareup.com%2Fv2%2Fmcp%2Fneighborhood&id=neighborhood&name=Neighborhood&description=Discover%20nearby%20restaurants%2C%20browse%20menus%2C%20and%20place%20takeout%20orders%20through%20natural%20conversation.)
+
+
+ Use `goose configure` to add a `Remote Extension (Streamable HTTP)` with:
+
+ **Endpoint URL**
+
+ ```
+ https://connect.squareup.com/v2/mcp/neighborhood
+ ```
-
- Use `goose configure` to add a `Remote Extension (Streaming HTTP)` extension type with:
-
- **Endpoint URL**
- ```
- https://connect.squareup.com/v2/mcp/neighborhood
- ```
-
:::
@@ -55,43 +60,85 @@ This tutorial covers how to add the Neighborhood extension to goose, enabling yo
Neighborhood is most powerful when goose combines it with context from your day — your schedule, your goals, your dietary needs. Instead of just searching for food, you can ask goose to reason about what to eat based on what you're doing.
-### Finding a meal that fits your activity
+:::info LLM
+Anthropic's Claude 4 Opus was used for this example.
+:::
+
+### Step 1: Find restaurants near you
-#### goose Prompt
+Ask goose to find lunch options nearby. You can include details like your location, dietary restrictions, and what you're up to — goose will factor it all in.
+
+**Prompt:**
```
Use the neighborhood extension for this. I'm looking to get lunch today.
I'm at 375 W Broadway in New York. I'm playing tennis later tonight.
Could you suggest some options so I can play well?
```
-#### goose Output
+
+goose Output
```
-Here are some restaurants near 375 W Broadway in SoHo! For pre-tennis fuel,
-I'd recommend these options:
+Let me find some restaurants near you!
-Best picks for athletic performance:
-
-Kale & Things - Perfect for a healthy, nutrient-dense meal with greens and
-lean proteins to give you sustained energy without feeling heavy
+Here are some restaurants near 375 W Broadway in SoHo! For pre-game fuel,
+I'd recommend these options:
-Simply Natural Grill House NY (684 Broadway) - Great for grilled proteins
-and wholesome meals that'll fuel your game
+Best picks for a light, gluten-free meal:
Ba'al Falafel (71 Sullivan St) - Mediterranean food with falafel, hummus,
-and fresh veggies provides good carbs and protein
+and fresh veggies — great carbs and protein
+
+Kale & Things - Perfect for a healthy, nutrient-dense meal with greens and
+lean proteins for sustained energy without feeling heavy
-Tips for eating before tennis:
+Tips for eating before playing sport:
- Eat 2-3 hours before playing to allow digestion
- Focus on complex carbs + lean protein (avoid heavy, fatty foods)
- Stay hydrated - consider grabbing a drink from Steam & Sip or Drip Drop Café
-Would you like me to pull up the menu for any of these restaurants so you can
-see what they offer? Kale & Things sounds like it could be ideal for your
-pre-match meal!
+Would you like me to pull up the menu for any of these restaurants?
+```
+
+
+
+goose uses the Neighborhood extension's interactive UI to display restaurant cards right in the chat — each showing the name, category, and address with a **View menu** button.
+
+[](/img/neighborhood-restaurants-1.png)
+
+goose doesn't just list restaurants — it tailors its recommendations to your situation. Since you mentioned playing tennis later, goose suggests meals that are energizing but not too heavy, and even includes a pro tip on pre-match eating timing.
+
+[](/img/neighborhood-restaurants-2.png)
+
+Click on any restaurant to view its menu.
+
+### Step 2: Browse the menu
+
+Ask goose to open a specific restaurant's menu. The interactive MCP app renders a full browsable menu directly in the chat — complete with category tabs, food photos, prices, and descriptions.
+
+**Prompt:**
+```
+I'd like to view the Ba'al Falafel menu.
```
+[](/img/neighborhood-menu.png)
+
+Browse through all the available dishes — Sandwiches, Salads, Combo platters, Soups, Pastries, Sides, Drinks, and more. Ask goose to add anything that catches your eye to your cart.
+
+### Step 3: Add to cart and check out
+
+Tell goose what you'd like to order and it will add items to your cart. goose even takes your dietary preferences into account when suggesting items.
+
+**Prompt:**
+```
+Add a Beets Apple Salad, Lentil Soup, and a Ginger Lemonade to my cart.
+```
+
+[](/img/neighborhood-cart.png)
+
+Your cart is ready! From here, just click the **Check out** button — it takes you straight to the payment page powered by Cash App. Complete your payment, and all that's left is to go pick up your lunch. 🎉
+
### More Prompt Ideas
Try combining Neighborhood with other goose extensions for even more useful workflows:
@@ -99,3 +146,16 @@ Try combining Neighborhood with other goose extensions for even more useful work
- **Pair with your calendar:** *"Check my calendar for today and find somewhere I can grab a quick pickup lunch before my 1pm meeting. I'm near Union Square."*
- **Track what you eat:** *"Order me a chicken bowl from that place on Sullivan St, and log the macros to my food diary."*
- **Plan for a group:** *"I'm meeting 3 friends near Bryant Park tonight. Find somewhere with good vegetarian options that's not too loud."*
+
+## Video Walkthrough
+
+Watch a full walkthrough of the Neighborhood extension in action:
+
+
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