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.
π§ 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 functionsβall accessible via an MCP-compatible agent interface.
π§ Requirements
Python 3.10+
Windows (required for Outlook COM)
.envfile with:OPENWEATHER_API_KEY=your_openweather_key_here
Related MCP server: pyfastmail-mcp
π Directory Structure
. βββ outlook_assistant.py # Outlook email read/reply/compose/search tools βββ weather_mcp.py # Current, forecast, historical, and air quality weather tools βββ sticky_notes.py # Notes tools backed by a text file βββ addition_server.py # Simple addition and greeting tool βββ notes.txt # File to store sticky notes βββ README.md # This file
π¬ 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
π§ 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)
β οΈ Must be run on Windows with Microsoft Outlook installed.
π 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)
π¦ 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)
π Requires setting
OPENWEATHER_API_KEYin.env
π AI Sticky Notes
Simple note-taking assistant that stores notes locally in a notes.txt file.
π Tools and Resources:
add_note(message)read_notes()get_latest_note()β as resourcenotes://latestnote_summary_prompt()β generates a summarization prompt from all notes
β Addition Utility
Example of a simple arithmetic and dynamic greeting tool using MCP:
add(a, b)get_greeting(name)β resourcegreeting://{name}
π 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.
π§ͺ Example Agents
You can now connect these MCP tools with agents (CrewAI, LangChain, etc.) to enable conversational workflows like:
"Whatβs the weather in London today?"
"Summarize my latest sticky notes"
"Reply to the last unread email from Ajay"
"What is 42 + 11?"
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
No tool schema history has been recorded yet.
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