# Benchmark MCP Server

MCP Server with Industry Benchmarking Tool - **Compatible with both Claude and ChatGPT**.

## Features

- 📊 **Industry Benchmarking Tool**: Compare company metrics against industry averages
- 🎨 **Interactive Widget**: Visual bar chart comparison (MCP Apps)
- 🔄 **Dual Transport**: Supports both SSE and Streamable HTTP
- ✅ **Cross-Platform**: Works with Claude.ai and ChatGPT

## Quick Start

### With Poetry (Recommended)

```bash
# Install dependencies
poetry install

# Start server
poetry run python main.py
```

### With pip

```bash
# Create virtual environment
python -m venv venv
source venv/bin/activate  # or `venv\Scripts\activate` on Windows

# Install dependencies
pip install mcp>=1.26.0 uvicorn pydantic

# Start server
python main.py
```

## Endpoints

| Endpoint | Transport | Use For |
|----------|-----------|---------|
| `/sse` | SSE | Claude, ChatGPT (via ngrok) |
| `/v1/mcp` | Streamable HTTP | ChatGPT native |
| `/mcp` | Streamable HTTP | Alias |

## Usage with ngrok

```bash
# Start ngrok
ngrok http 8000

# Use the ngrok URL in Claude/ChatGPT:
# https://your-ngrok-url/sse
```

## Project Structure

```
claude-mcp-app/
├── app/
│   ├── service/
│   │   ├── mcp_server.py         # FastMCP instance
│   │   ├── data/                 # Mock benchmark data
│   │   ├── tools/                # MCP tools
│   │   │   ├── benchmarking_tool.py
│   │   │   └── benchmarking_widget.py
│   │   └── widgets/              # HTML widgets
│   │       └── benchmarking_widget.html
├── common/
│   └── config.py                 # Configuration
├── main.py                       # Entry point
├── pyproject.toml               # Poetry config
└── README.md
```

## Example Prompts

- "How does my restaurant's $45,000 yearly profit compare to the industry average in California?"
- "Compare my retail business revenue of $500,000 against industry benchmarks in Texas"
- "Benchmark my healthcare company's monthly income of $80,000 against regional averages"
- "How does my construction company in NY with $600,000 annual revenue compare?"

## License

MIT