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ai-calendar-assistant

๐Ÿ—“๏ธ AI Calendar Assistant powered by local LLM (Ollama) + Google Calendar API + MCP

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Updated
Oct 20, 2025
Validated
Jan 9, 2026

๐Ÿ—“๏ธ AI Calendar Assistant

Personal calendar management powered by local LLM (Ollama), Google Calendar API, and Model Context Protocol (MCP)

Python 3.8+ License: MIT Ollama MCP

A lightweight, privacy-first AI calendar assistant that runs entirely on your local machine. Chat with your calendar using natural language, powered by Llama 3.2 running locally via Ollama - completely free, no API costs.

Demo


โœจ Features

  • ๐Ÿค– Local AI - Uses Ollama (llama3.2:3b) running on your machine
  • ๐Ÿ“… Google Calendar Integration - Full read/write access via OAuth2
  • ๐Ÿ’ฌ Natural Language - Ask questions in plain English
  • โšก Fast - Responses in 1-2 seconds
  • ๐Ÿ”’ Privacy-First - LLM runs locally, only calendar sync requires internet
  • ๐Ÿ†“ 100% Free - No API costs, no subscriptions
  • ๐Ÿ”Œ MCP Compatible - Integrates with Claude Desktop and other MCP clients
  • ๐ŸŽจ Beautiful CLI - Rich terminal interface with color and formatting

๐Ÿ—๏ธ Architecture

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                     MCP Client for Ollama (ollmcp)             โ”‚
โ”‚               Terminal UI - Natural Language Interface          โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                  โ”‚                      โ”‚
                  โ”‚ (MCP Protocol)       โ”‚ (Ollama API)
                  โ”‚                      โ”‚
                  โ–ผ                      โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚   Calendar MCP Server        โ”‚  โ”‚   Ollama                   โ”‚
โ”‚   (calendar_server.py)       โ”‚  โ”‚   Llama 3.2 3B             โ”‚
โ”‚                              โ”‚  โ”‚   (Local LLM)              โ”‚
โ”‚   Exposes 7 Calendar Tools:  โ”‚  โ”‚                            โ”‚
โ”‚   โ€ข list_events              โ”‚  โ”‚   Handles:                 โ”‚
โ”‚   โ€ข get_today_events         โ”‚  โ”‚   โ€ข Intent parsing         โ”‚
โ”‚   โ€ข create_event             โ”‚  โ”‚   โ€ข Natural language       โ”‚
โ”‚   โ€ข search_events            โ”‚  โ”‚   โ€ข Response generation    โ”‚
โ”‚   โ€ข update_event             โ”‚  โ”‚   โ€ข Tool orchestration     โ”‚
โ”‚   โ€ข delete_event             โ”‚  โ”‚                            โ”‚
โ”‚   โ€ข check_availability       โ”‚  โ”‚                            โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
              โ”‚
              โ”‚ (Google Calendar API)
              โ”‚
              โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚   GoogleCalendarClient       โ”‚
โ”‚   โ€ข OAuth2 Authentication    โ”‚
โ”‚   โ€ข Event CRUD Operations    โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
              โ”‚
              โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚      Google Calendar         โ”‚
โ”‚      (Cloud Storage)         โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Flow:

  1. You type natural language โ†’ MCP Client (ollmcp)
  2. Ollama (Llama 3.2) understands intent and determines which MCP tools to call
  3. MCP Client calls appropriate calendar tools via MCP protocol
  4. Calendar MCP Server executes Google Calendar operations
  5. Response flows back through MCP โ†’ Ollama โ†’ formatted natural language response

๐Ÿš€ Quick Start

Prerequisites

  • Python 3.8+
  • macOS, Linux, or Windows
  • Google account
  • 4GB RAM (for local LLM)

Installation

  1. Install Ollama

    # macOS
    brew install ollama
    
    # Start Ollama service
    ollama serve
    
    # Pull the model (in a new terminal)
    ollama pull llama3.2:3b
    
  2. Clone & Setup

    git clone https://github.com/othmane-zizi-pro/ai-calendar-assistant.git
    cd ai-calendar-assistant
    pip install -r requirements.txt
    
  3. Get Google Calendar Credentials

  4. Install MCP Client for Ollama

    pip install mcp-client-for-ollama
    
  5. Run - Start Natural Language Calendar Chat

    # First run - authenticate with Google (this will open browser)
    python run_calendar_server.py  # Test server once, then Ctrl+C
    
    # Start interactive MCP chat with Ollama
    ollmcp --servers-json ollmcp_config.json --model llama3.2:3b
    

๐Ÿ’ก Usage

Interactive MCP-Powered Chat

# Start the MCP client with Ollama
ollmcp --servers-json ollmcp_config.json --model llama3.2:3b

Example conversation:

You: What's on my calendar today?
AI: Let me check your calendar for today...
    [Calls get_today_events tool via MCP]

    You have 3 events scheduled today:
    1. Team Standup at 9:00 AM
    2. Client Meeting at 2:00 PM
    3. Gym Session at 6:00 PM

You: Create a meeting tomorrow at 3pm for 1 hour called "Project Review"
AI: I'll create that event for you...
    [Calls create_event tool via MCP]

    โœ… Done! Event "Project Review" scheduled for tomorrow 3:00 PM - 4:00 PM

You: Am I free on Friday afternoon?
AI: Let me check your availability...
    [Calls check_availability tool via MCP]

    Yes, you're free after 2:00 PM on Friday!

Available MCP Tools

The calendar MCP server exposes these tools (automatically used by Ollama through the MCP client):

  • list_events - Get upcoming calendar events
  • get_today_events - Retrieve today's schedule
  • create_event - Create new calendar event
  • search_events - Search events by keyword
  • update_event - Modify existing event
  • delete_event - Remove event from calendar
  • check_availability - Check if time slot is free

Alternative: Use with Claude Desktop

If you prefer using Claude Desktop instead of the local Ollama setup:

Add to ~/Library/Application Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "calendar": {
      "command": "python3",
      "args": ["run_calendar_server.py"],
      "cwd": "/path/to/ai-calendar-assistant"
    }
  }
}

Restart Claude Desktop - now Claude can access your calendar via MCP!


๐Ÿ› ๏ธ Technical Stack

Core Technologies

ComponentTechnologyPurpose
MCP Clientmcp-client-for-ollama (ollmcp)Bridges Ollama with MCP servers, terminal UI
Local LLMOllama (Llama 3.2 3B)Natural language understanding, intent parsing, tool orchestration
MCP ServerModel Context Protocol SDKExposes calendar tools via MCP protocol
Calendar APIGoogle Calendar API v3Event management, OAuth2 authentication
NLPLangChainPrompt engineering, chain-of-thought

Key Features Implementation

1. MCP Server - Tool Exposure

# Expose calendar tools via MCP protocol
@app.list_tools()
async def list_tools():
    return [
        Tool(name="list_events", description="List upcoming calendar events", ...),
        Tool(name="create_event", description="Create a new calendar event", ...),
        Tool(name="search_events", description="Search events by keyword", ...),
        Tool(name="get_today_events", ...),
        Tool(name="update_event", ...),
        Tool(name="delete_event", ...),
        Tool(name="check_availability", ...)
    ]

@app.call_tool()
async def call_tool(name: str, arguments: Any):
    client = get_calendar_client()
    if name == "list_events":
        events = client.list_events(...)
        return [TextContent(type="text", text=formatted_output)]

2. OAuth2 Authentication

# Google Calendar OAuth2 flow
flow = InstalledAppFlow.from_client_secrets_file(
    'credentials.json',
    SCOPES=['https://www.googleapis.com/auth/calendar']
)
creds = flow.run_local_server(port=0)

3. MCP + Ollama Integration

# ollmcp connects Ollama to MCP servers
ollmcp --servers-json ollmcp_config.json --model llama3.2:3b

# User types: "What's on my calendar today?"
# โ†’ Ollama (Llama 3.2) understands intent
# โ†’ Calls get_today_events tool via MCP protocol
# โ†’ Calendar server executes Google Calendar API call
# โ†’ Response formatted and returned via MCP
# โ†’ Ollama generates natural language response

๐Ÿ“Š Performance

MetricValue
Response Time1-2 seconds (local LLM)
Memory Usage~4GB RAM (Llama 3.2 3B)
API CallsOnly for calendar sync (free tier: 1M requests/day)
Offline CapabilityLLM works offline, calendar requires internet
Cost$0/month (100% free)

Model Comparison

ModelSizeRAMSpeedQualityUse Case
llama3.2:3b2GB4GBโšกโšกโšกโญโญโญโญRecommended
gemma:2b1.4GB3GBโšกโšกโšกโšกโญโญโญFaster, lower RAM
phi3:mini2.3GB4GBโšกโšกโšกโญโญโญโญBetter code understanding
mistral:7b4.1GB8GBโšกโšกโญโญโญโญโญHighest quality

๐Ÿ”ง Project Structure

ai-calendar-assistant/
โ”œโ”€โ”€ calendar_assistant/
โ”‚   โ”œโ”€โ”€ mcp_server/
โ”‚   โ”‚   โ”œโ”€โ”€ __init__.py
โ”‚   โ”‚   โ””โ”€โ”€ calendar_server.py      # MCP server implementation
โ”‚   โ”œโ”€โ”€ llm/
โ”‚   โ”‚   โ”œโ”€โ”€ __init__.py
โ”‚   โ”‚   โ””โ”€โ”€ local_assistant.py      # Ollama integration
โ”‚   โ”œโ”€โ”€ utils/
โ”‚   โ”‚   โ”œโ”€โ”€ __init__.py
โ”‚   โ”‚   โ””โ”€โ”€ google_calendar.py      # Google Calendar API wrapper
โ”‚   โ”œโ”€โ”€ __init__.py
โ”‚   โ””โ”€โ”€ cli.py                      # CLI interface
โ”œโ”€โ”€ calendar_assistant.py            # Main entry point
โ”œโ”€โ”€ requirements.txt                 # Dependencies
โ”œโ”€โ”€ verify_setup.py                  # Setup verification script
โ”œโ”€โ”€ .env.example                     # Environment configuration template
โ”œโ”€โ”€ .gitignore                       # Git ignore rules
โ”œโ”€โ”€ README.md                        # This file
โ”œโ”€โ”€ QUICKSTART.md                    # 5-minute setup guide
โ”œโ”€โ”€ SETUP.md                         # Detailed setup instructions
โ””โ”€โ”€ LOCAL_LLM_SETUP.md              # Ollama installation guide

๐ŸŽฏ MCP Tools Available

When integrated with Claude Desktop, the following tools are exposed:

ToolDescriptionParameters
list_eventsGet upcoming calendar eventsmax_results, days_ahead
get_today_eventsRetrieve today's scheduleNone
create_eventCreate a new calendar eventsummary, start_time, end_time, description, location
search_eventsSearch events by keywordquery, max_results
update_eventModify existing eventevent_id, summary, start_time, end_time
delete_eventRemove event from calendarevent_id
check_availabilityCheck if time slot is freestart_time, end_time

๐Ÿ” Privacy & Security

  • โœ… Local LLM - All AI processing happens on your machine
  • โœ… OAuth2 - Secure Google authentication
  • โœ… No Cloud LLM APIs - No data sent to OpenAI/Anthropic
  • โœ… Credentials Protected - credentials.json and token.pickle in .gitignore
  • โœ… Open Source - Full transparency, audit the code yourself

Data Flow:

  1. Your query โ†’ Local LLM (Ollama) โ†’ Intent extracted
  2. Calendar operation โ†’ Google Calendar API (OAuth2)
  3. Response โ†’ Local LLM โ†’ Natural language response

๐Ÿ“š Documentation


๐Ÿค Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

  1. Fork the repository
  2. Create your feature branch (git checkout -b feature/AmazingFeature)
  3. Commit your changes (git commit -m 'Add some AmazingFeature')
  4. Push to the branch (git push origin feature/AmazingFeature)
  5. Open a Pull Request

๐Ÿ“ License

This project is licensed under the MIT License - see the LICENSE file for details.


๐Ÿ™ Acknowledgments


๐Ÿ“ง Contact

Othmane Zizi - othmane.zizi.pro@gmail.com

Project Link: https://github.com/othmane-zizi-pro/ai-calendar-assistant


โญ Star this repo if you found it helpful!

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