b4642b4338Update all documentation links from `modelcontextprotocol.github.io/ext-apps` to the new custom domain across README.md, docs/, and example READMEs. Add `cname` to the `peaceiris/actions-gh-pages` deploy action in `.github/workflows/docs.yml` so the CNAME file persists across deploys. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
105 lines
3.9 KiB
Markdown
105 lines
3.9 KiB
Markdown
# Example: Customer Segmentation Explorer
|
|
|
|
A demo MCP App that displays customer data as an interactive scatter/bubble chart with segment-based clustering. Users can explore different metrics, filter by segment, and click to see detailed customer information.
|
|
|
|
<table>
|
|
<tr>
|
|
<td><a href="https://apps.extensions.modelcontextprotocol.io/screenshots/customer-segmentation-server/01-account-age-revenue.png"><img src="https://apps.extensions.modelcontextprotocol.io/screenshots/customer-segmentation-server/01-account-age-revenue.png" alt="Account age vs revenue" width="100%"></a></td>
|
|
<td><a href="https://apps.extensions.modelcontextprotocol.io/screenshots/customer-segmentation-server/02-tickets-nps-engagement.png"><img src="https://apps.extensions.modelcontextprotocol.io/screenshots/customer-segmentation-server/02-tickets-nps-engagement.png" alt="Tickets, NPS, engagement" width="100%"></a></td>
|
|
<td><a href="https://apps.extensions.modelcontextprotocol.io/screenshots/customer-segmentation-server/07-age-engagement-revenue.png"><img src="https://apps.extensions.modelcontextprotocol.io/screenshots/customer-segmentation-server/07-age-engagement-revenue.png" alt="Age, engagement, revenue" width="100%"></a></td>
|
|
</tr>
|
|
</table>
|
|
|
|
## MCP Client Configuration
|
|
|
|
Add to your MCP client configuration (stdio transport):
|
|
|
|
```json
|
|
{
|
|
"mcpServers": {
|
|
"customer-segmentation": {
|
|
"command": "npx",
|
|
"args": [
|
|
"-y",
|
|
"--silent",
|
|
"--registry=https://registry.npmjs.org/",
|
|
"@modelcontextprotocol/server-customer-segmentation",
|
|
"--stdio"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
```
|
|
|
|
### Local Development
|
|
|
|
To test local modifications, use this configuration (replace `~/code/ext-apps` with your clone path):
|
|
|
|
```json
|
|
{
|
|
"mcpServers": {
|
|
"customer-segmentation": {
|
|
"command": "bash",
|
|
"args": [
|
|
"-c",
|
|
"cd ~/code/ext-apps/examples/customer-segmentation-server && npm run build >&2 && node dist/index.js --stdio"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
```
|
|
|
|
## Features
|
|
|
|
- **Interactive Scatter Plot**: Bubble chart visualization using Chart.js with configurable X/Y axes
|
|
- **Segment Clustering**: 250 customers grouped into 4 segments (Enterprise, Mid-Market, SMB, Startup)
|
|
- **Axis Selection**: Choose from 6 metrics for each axis (Revenue, Employees, Account Age, Engagement, Tickets, NPS)
|
|
- **Size Mapping**: Optional bubble sizing by a third metric for additional data dimension
|
|
- **Legend Filtering**: Click segment pills to show/hide customer groups
|
|
- **Detail Panel**: Hover or click customers to see name, segment, revenue, engagement, and NPS
|
|
- **Theme Support**: Adapts to light/dark mode preferences
|
|
|
|
## Running
|
|
|
|
1. Install dependencies:
|
|
|
|
```bash
|
|
npm install
|
|
```
|
|
|
|
2. Build and start the server:
|
|
|
|
```bash
|
|
npm run start:http # for Streamable HTTP transport
|
|
# OR
|
|
npm run start:stdio # for stdio transport
|
|
```
|
|
|
|
3. View using the [`basic-host`](https://github.com/modelcontextprotocol/ext-apps/tree/main/examples/basic-host) example or another MCP Apps-compatible host.
|
|
|
|
## Architecture
|
|
|
|
### Server (`server.ts`)
|
|
|
|
Exposes a single `get-customer-data` tool that returns:
|
|
|
|
- Array of 250 generated customer records with segment assignments
|
|
- Segment summary with counts and colors for each group
|
|
- Optional segment filter parameter
|
|
|
|
The tool is linked to a UI resource via `_meta.ui.resourceUri`.
|
|
|
|
### App (`src/mcp-app.ts`)
|
|
|
|
- Uses Chart.js bubble chart for the visualization
|
|
- Fetches data once on connection
|
|
- Dropdown controls update chart axes and bubble sizing
|
|
- Custom legend with clickable segment toggles
|
|
- Detail panel updates on hover/click interactions
|
|
|
|
### Data Generator (`src/data-generator.ts`)
|
|
|
|
- Generates realistic customer data with Gaussian clustering around segment centers
|
|
- Each segment has characteristic ranges for revenue, employees, engagement, etc.
|
|
- Company names generated from word-list combinations (e.g., "Apex Data Corp")
|
|
- Data cached in memory for consistency across requests
|