MCP-server
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@MCP-serverWhat's the weather in London today?"
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.
🧠 MCP Server Project - Multi-Agent AI Tools
This project demonstrates how to build and serve multiple AI tools using the FastMCP framework. It includes a combination of COM-based email automation, external API integration (OpenWeather), local file-based notes, and utility functions—all accessible via an MCP-compatible agent interface.
🔧 Requirements
Python 3.10+
Windows (required for Outlook COM)
.envfile with:OPENWEATHER_API_KEY=your_openweather_key_here
Related MCP server: pyfastmail-mcp
📁 Directory Structure
. ├── outlook_assistant.py # Outlook email read/reply/compose/search tools ├── weather_mcp.py # Current, forecast, historical, and air quality weather tools ├── sticky_notes.py # Notes tools backed by a text file ├── addition_server.py # Simple addition and greeting tool ├── notes.txt # File to store sticky notes └── README.md # This file
📬 Outlook Email Assistant
A COM-based email assistant that integrates with Microsoft Outlook to:
List all folders in Outlook
Fetch and display recent or matching emails
Read full email contents
Send replies or compose new emails
🔧 Tools Exposed:
list_folders()list_recent_emails(days, folder_name)search_emails(search_term, days, folder_name)get_email_by_number(email_number)reply_to_email_by_number(email_number, reply_text)compose_email(recipient_email, subject, body, cc_email)
⚠️ Must be run on Windows with Microsoft Outlook installed.
🌍 Weather Tools (OpenWeather API)
Provides weather details using OpenWeatherMap API including:
Current weather
5-day forecast
Air quality
Weather alerts
Historical weather (past 5 days)
🌦 Tools Exposed:
get_current_weather(location)get_weather_forecast(location, days)get_air_quality(location)get_historical_weather(location, date)get_weather_alerts(location)search_location(query)
🌐 Requires setting
OPENWEATHER_API_KEYin.env
📝 AI Sticky Notes
Simple note-taking assistant that stores notes locally in a notes.txt file.
🛠 Tools and Resources:
add_note(message)read_notes()get_latest_note()– as resourcenotes://latestnote_summary_prompt()– generates a summarization prompt from all notes
➕ Addition Utility
Example of a simple arithmetic and dynamic greeting tool using MCP:
add(a, b)get_greeting(name)→ resourcegreeting://{name}
🏁 Running Any MCP Server
Each file defines its own FastMCP server. Run them individually:
python outlook_assistant.py python weather_mcp.py python sticky_notes.py python addition_server.py
Each server will start on its own FastMCP interface for integration with agents.
🧪 Example Agents
You can now connect these MCP tools with agents (CrewAI, LangChain, etc.) to enable conversational workflows like:
"What’s the weather in London today?"
"Summarize my latest sticky notes"
"Reply to the last unread email from Ajay"
"What is 42 + 11?"
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