How do I use Benchmark MCP Server?

1. Click on "Install Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@Benchmark MCP Server Compare my retail store's $150,000 annual revenue against the industry average" That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

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)

# Install dependencies poetry install # Start server poetry run python main.py

With pip

# 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

# 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?"