Multi-Server MCP FastAPI Project
by AlwaysSany
README.md
# Multi-Server MCP FastAPI Project
A comprehensive FastAPI application that hosts multiple Model Context Protocol (MCP) servers, each providing access to different public APIs and services.
## Work Demo
[fastmcp-multi-server-mcp.webm](https://github.com/user-attachments/assets/d626b52e-f52f-4102-b269-7dad10577f90)
## ๐ Features
This project includes 5 different MCP servers:
- **Weather Server** โ OpenWeatherMap API integration for weather data
- **News Server** โ NewsAPI integration for latest news articles
- **Currency Server** โ Exchange rates and currency conversion
- **Quote Server** โ Inspirational quotes and random facts
## ๐ Prerequisites
- Python 3.13+
- [UV](https://github.com/astral-sh/uv) package manager
- API keys for external services (see Configuration section)
๐ Project Structure
```
fastapi-multi-server-mcp/
โโโ main.py # FastAPI application entry point
โโโ requirements.txt # Python dependencies
โโโ pyproject.toml # UV project configuration
โโโ .env.example # Environment variables template
โโโ README.md # This file
โโโ servers/ # MCP servers directory
โ โโโ __init__.py
โ โโโ weather_server.py # Weather API MCP server
โ โโโ news_server.py # News API MCP server
โ โโโ currency_server.py # Currency API MCP server
โ โโโ quote_server.py # Quotes API MCP server
โโโ utils/ # Utility modules
โ โโโ __init__.py
โ โโโ api_clients.py # HTTP client utilities
โ โโโ config.py # Configuration management
โโโ tests/ # Test suite
โ โโโ __init__.py
โ โโโ test_weather.py
โ โโโ test_news.py
โ โโโ test_currency.py
โ โโโ test_quote.py
โโโ docs/ # Documentation
โโโ api_reference.md
โโโ deployment.md
```
## ๐ ๏ธ Installation
### Using UV (Recommended)
```bash
# Clone the repository
git clone <your-repo-url>
cd fastapi-multi-server-mcp
# Create virtual environment and install dependencies
uv venv
source .venv/bin/activate # On Windows: .venv\Scripts\activate
uv pip install -r requirements.txt
```
### Using pip
```bash
pip install -r requirements.txt
```
## ๐ง Configuration
Create a `.env` file in the root directory with your API keys:
```env
# Weather API (OpenWeatherMap)
OPENWEATHER_API_KEY=your_openweather_api_key
# News API
NEWS_API_KEY=your_news_api_key
# Exchange Rates API
EXCHANGE_RATES_API_KEY=your_exchange_rates_api_key
# Server Configuration
PORT=10000
HOST=0.0.0.0
```
### Getting API Keys
- OpenWeatherMap: Register at [openweathermap.org](https://openweathermap.org)
- NewsAPI: Get free API key at [newsapi.org](https://newsapi.org)
- Exchange Rates: Register at [exchangerate-api.com](https://www.exchangerate-api.com)
- Quote API: Get free API key at [quotesapi.com](https://quotesapi.com)
## ๐โโ๏ธ Running the Application
### Development
```bash
# Using UV
uv run uvicorn main:app --reload --host 0.0.0.0 --port 10000 --reload
# Using `npx` to debug the running application,
npx @modelcontextprotocol/inspector uv run uvicorn main:app
```
To connect specific server to inspector,
Set,
1. Transport Type: `StreamableHTTP`
2. URLs:
- for news: http://localhost:10000/news/mcp/
- for weather: http://localhost:10000/weather/mcp/
- for currency: http://localhost:10000/currency/mcp/
- for quotes: http://localhost:10000/quotes/mcp/
3. Click connect, it will open inspector window like this:
Quotes server:

News server:

Weather server:

Currency server:

As of June 2025, Windsurf and Cursor supports two transport types for MCP servers: `stdio` and `/sse`, but not `StreamableHTTP`. So using `stdio` or `/sse` as transport type is recommended. But with inspector, you can connect to the MCP server running on FastAPI with any transport type.
### Production
```bash
# Using Gunicorn
gunicorn main:app -w 4 -k uvicorn.workers.UvicornWorker --bind 0.0.0.0:10000
```
## ๐ API Endpoints
Once running everything successfully,
Your FastAPI server will be available at: http://localhost:10000, docs at http://localhost:10000/docs
and your MCP servers will be available at:
- Weather Server: http://localhost:10000/weather
- News Server: http://localhost:10000/news
- Currency Server: http://localhost:10000/currency
- Quote Server: http://localhost:10000/quotes
## ๐งช Testing
```bash
# Run all tests
pytest
# Run with coverage
pytest --cov=.
# Run specific server tests
pytest tests/test_weather.py
```
## ๐ ๏ธ Available Tools by Server
<details>
<summary>๐ผ๏ธ Click to see the tool details</summary>
### Weather Server (/weather)
get_current_weather - Get current weather for a city
get_weather_forecast - Get 5-day weather forecast
get_weather_by_coordinates - Get weather by latitude/longitude
### News Server (/news)
get_top_headlines - Get top news headlines
search_news - Search news articles by keyword
get_news_by_category - Get news by category (business, tech, sports, etc.)
### Currency Server (/currency)
get_exchange_rates - Get current exchange rates
convert_currency - Convert between currencies
get_supported_currencies - List all supported currencies
### Quote Server (/quotes)
get_random_quote - Get a random inspirational quote
get_quote_by_category - Get quotes by category
get_random_fact - Get a random interesting fact
</details>
๐ Deployment
### Docker
You can deploy this project using Docker. Example `Dockerfile` is included:
```dockerfile
FROM python:3.11-slim
WORKDIR /app
COPY requirements.txt .
RUN pip install -r requirements.txt
COPY . .
EXPOSE 10000
CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "10000"]
```
### Environment Variables for Production
```
PORT=10000
HOST=0.0.0.0
LOG_LEVEL=info
WORKERS=4
```
๐ License
This project is licensed under the MIT License - see the LICENSE.md file for details.
๐ Support & Documentation
- Check the documentation in the `docs/` directory
- Review the test files for usage examples
๐ Updates and Roadmap
- Add WebSocket support for real-time data
- Implement caching for API responses
- Add rate limiting and authentication
- Create web dashboard for monitoring
- Add more API integrations (Spotify, Twitter, etc.)This server cannot be deployed
Maintenance
ActivitySlowing
ResponsivenessNo issues