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MIST - Model Intelligence System for Tasks

by CLoaKY233

MIST - Model Intelligence System for Tasks

MIST Banner

MIST is a comprehensive MCP (Model Context Protocol) server that empowers AI assistants with real-world capabilities for note management, Gmail, Calendar, Tasks, and Git integration. It bridges the gap between AI assistants and external tools, enabling them to interact with your data and services through a standardized protocol.

License: MIT Python Version Version

Overview

MIST allows AI assistants to:

  • Manage notes: Create, edit, search, and organize notes with persistent storage

  • Interact with Gmail: Search emails, read messages, send emails, manage labels

  • Manage calendar events: View, create, update, and delete Google Calendar events

  • Organize tasks: Create task lists, add tasks, mark tasks as complete

  • Work with Git repositories: Perform Git operations like status, diff, commit, branch management

By implementing the Model Context Protocol (MCP), MIST enables AI assistants to perform actions in external systems, access real-time information, and maintain context across interactions.

Key Features

Note Management

  • Create and store notes with rich text formatting

  • Search notes by content, tags, or metadata

  • Generate summaries of notes or collections

  • Organize notes by subject, date, or custom categories

  • Store notes locally in your filesystem

Gmail Integration

  • Search emails with advanced filtering options

  • Read complete email content

  • Compose and send emails

  • Manage email labels and organization

  • Mark messages as read/unread

  • Batch operations for multiple messages

Calendar Integration

  • List all available calendars

  • Create and manage calendar events

  • Update existing events

  • Search events by keyword or date range

  • View detailed event information

Tasks Integration

  • List and manage task lists

  • Create tasks with titles, notes, and due dates

  • Mark tasks as complete

  • Delete completed tasks

  • Organize tasks into different lists

Git Integration

  • Perform Git operations in local repositories

  • View status, diffs, and commit history

  • Commit changes and manage branches

  • Create, checkout and merge branches

  • Manage remote repositories

  • Display commit details and changes

Future Roadmap

MIST is continuously evolving to offer more integrations and features. Here's what we're planning to add:

Document & File Management

  • Google Drive Integration: Access and manage files, search documents, and analyze content

  • Google Sheets Integration: Create, read, and update spreadsheets for data analysis

Search & Information Access

  • Google Custom Search: Enable web search capabilities for research and information retrieval

  • Knowledge Base: Build local repositories of information for offline access

Collaboration Tools

  • Google Classroom: Access courses, assignments, and educational materials

  • Google Chat: Interact with chat spaces and messages for team collaboration

Data & Location Services

  • Google Forms: Create and manage forms for data collection

  • Google Maps: Add location-based services including geocoding and directions

Platform Improvements

  • Enhanced Caching: Improve performance for frequently accessed data

  • Multi-User Support: Add user profiles and permission management

  • Expanded AI Assistant Compatibility: Support more AI assistants and models

We welcome contributions in any of these areas! Check our Contributing Guidelines for more information on how to get involved.

System Architecture

MIST operates as an MCP server that connects AI assistants to various services. It handles authentication, data retrieval, and actions with the appropriate services, returning structured data back to the AI assistant.

flowchart TB User[User] -->|Requests action| AI[AI Assistant] AI -->|Sends MCP request| MIST[MIST Server] subgraph "MIST Server Components" Router[MCP Request Router] NoteMgr[Note Manager] GmailMgr[Gmail Manager] TasksMgr[Tasks Manager] CalendarMgr[Calendar Manager] GitMgr[Git Manager] Auth[Authentication] end MIST --> Router Router -->|Note requests| NoteMgr Router -->|Gmail requests| GmailMgr Router -->|Tasks requests| TasksMgr Router -->|Calendar requests| CalendarMgr Router -->|Git requests| GitMgr GmailMgr -->|Auth requests| Auth TasksMgr -->|Auth requests| Auth CalendarMgr -->|Auth requests| Auth NoteMgr -->|Store/Retrieve| NoteDB[(Note Storage)] GmailMgr -->|API Calls| Gmail[(Gmail API)] TasksMgr -->|API Calls| Tasks[(Tasks API)] CalendarMgr -->|API Calls| Calendar[(Calendar API)] GitMgr -->|Git Operations| GitRepos[(Git Repositories)] MIST -->|Returns response| AI AI -->|Presents result| User

Communication Flow

sequenceDiagram participant User participant AI as AI Assistant participant MIST as MIST Server participant Services as External Services User->>AI: "Send an email to John" AI->>MIST: MCP Request (action: sendEmail) MIST->>Services: Authenticate & API Call Services->>MIST: Response MIST->>AI: Structured Response AI->>User: "Email sent to John" User->>AI: "Take notes about my project" AI->>MIST: MCP Request (action: createNote) MIST->>Services: Store Note Services->>MIST: Confirmation MIST->>AI: Success Response AI->>User: "Notes saved successfully"

Installation

Prerequisites

  • Python 3.13 or newer

  • UV package manager (recommended) or pip

  • Google account (for Gmail/Calendar/Tasks integration)

  • Git (for Git integration features)

Setup

  1. Clone this repository:

    git clone https://github.com/cloaky233/mist.git cd mist
  2. Install dependencies:

    With UV (recommended):

    uv install

    With pip:

    pip install -e .
  3. Configure your environment:

    # Create a .env file with your configuration echo "MIST_NOTES_DIR=/path/to/your/notes/directory" > .env echo "MIST_GOOGLE_CREDENTIALS_PATH=./credentials.json" >> .env echo "MIST_GOOGLE_TOKEN_PATH=./token.json" >> .env

    Edit the .env file to set the correct paths for your environment.

Environment Configuration

The following environment variables can be set in your .env file:

# Notes storage configuration MIST_NOTES_DIR=/path/to/notes/directory # Google API configuration MIST_GOOGLE_CREDENTIALS_PATH=./credentials.json MIST_GOOGLE_TOKEN_PATH=./token.json

Google API Configuration

Setting up Gmail, Calendar, and Tasks APIs

flowchart TD A[Start] --> B[Create Google Cloud Project] B --> C[Enable Required APIs] C --> D[Configure OAuth Consent Screen] D --> E[Create OAuth Credentials] E --> F[Download credentials.json] F --> G[Run MIST First Time] G --> H[Complete OAuth Flow] H --> I[OAuth Token Saved] I --> J[MIST Ready for Google Integration]
  1. Create a Google Cloud Project

    • Navigate to the Google Cloud Console

    • Create a new project or select an existing one

    • Give it a descriptive name (e.g., "MIST Integration")

  2. Enable Required APIs

    • Go to "APIs & Services" > "Library"

    • Search for and enable:

      • Gmail API

      • Calendar API

      • Tasks API

  3. Configure OAuth Consent Screen

    • Go to "APIs & Services" > "OAuth consent screen"

    • Select "External" user type (or "Internal" for Google Workspace)

    • Fill in required information:

      • App name: "MIST Integration"

      • User support email: Your email address

      • Developer contact information: Your email address

    • Click "Save and Continue"

    • Add necessary scopes for each API

    • Add your Google account as a test user

  4. Create OAuth Credentials

    • Go to "APIs & Services" > "Credentials"

    • Click "Create Credentials" > "OAuth client ID"

    • Select "Desktop application" as the application type

    • Enter a name (e.g., "MIST Desktop Client")

    • Download the JSON file and save it as credentials.json in your project directory

Usage

Running the MCP Server

Start the MCP server with:

uv run --with mcp[cli] --with-editable . mcp run mist/server.py

For production use, you may want to use a process manager like systemd, supervisor, or pm2.

Connecting to AI Assistants

Claude Desktop

Add the following to your Claude Desktop settings:

{ "mcpServers": { "M.I.S.T.": { "command": "uv", "args": [ "run", "--with", "mcp[cli]", "--with-editable", "/path/to/mist", "mcp", "run", "/path/to/mist/server.py" ], "env": { "MIST_GOOGLE_CREDENTIALS_PATH": "/path/to/mist/credentials.json", "MIST_GOOGLE_TOKEN_PATH": "/path/to/mist/token.json", "MIST_NOTES_DIR": "/path/to/notes" } } } }

Zed Editor

Add the following to your Zed editor settings:

"context_servers": { "mist-server": { "command": { "path": "uv", "args": [ "run", "--with", "mcp[cli]", "--with-editable", "/path/to/mist", "mcp", "run", "/path/to/mist/server.py" ], "env": { "MIST_GOOGLE_CREDENTIALS_PATH": "/path/to/mist/credentials.json", "MIST_GOOGLE_TOKEN_PATH": "/path/to/mist/token.json", "MIST_NOTES_DIR": "/path/to/notes" } }, "settings": { "enable_server": true } } }

First Run Authentication

When you first run the server, you'll need to authenticate with Google:

  1. A browser window will open with Google's authentication page

  2. Sign in with your Google account

  3. Grant the requested permissions

  4. The authorization code will be captured automatically

  5. MIST will save the authentication token for future use

API Reference

Note Management API

Function

Description

Parameters

add_note

Create a new note

title, content, subject (optional)

read_note

Read a note by ID or title

note_id or title

list_notes

List notes with filters

subject, tag, limit

search_notes

Search notes by content

query

edit_note

Update an existing note

note_id, new_content

delete_note

Delete a note

note_id

Gmail API

Function

Description

Parameters

search_emails

Find emails by criteria

Various filters

get_emails

Get email content by IDs

message_ids

send_email

Send a new email

to, subject, body, etc.

list_available_labels

Get Gmail labels

None

Calendar API

Function

Description

Parameters

list_calendars_tool

List all calendars

None

create_event_tool

Create a calendar event

calendar_id, title, etc.

search_events_tool

Search calendar events

calendar_id, query, etc.

Tasks API

Function

Description

Parameters

list_task_lists_tool

List all task lists

None

create_task_tool

Create a new task

task_list_id, title, etc.

complete_task_tool

Mark task as complete

task_list_id, task_id

Git API

Below is a selection of commonly used Git tools. For a complete list and detailed parameters, please refer to the API Reference.

Function

Description

Key Parameters

status_tool

Show working tree status

repo_path

diff_unstaged_tool

Show unstaged changes

repo_path

diff_staged_tool

Show staged changes

repo_path

add_tool

Stage files for commit

repo_path, files

reset_tool

Reset current HEAD or unstage files

repo_path, commit_ish (opt), mode (opt)

commit_tool

Commit staged changes

repo_path, message

log_tool

Show commit history

repo_path, max_count (opt)

branch_list_tool

List all branches

repo_path

create_branch_tool

Create a new branch

repo_path, branch_name, base_branch (opt)

checkout_tool

Switch branches

repo_path, branch_name

merge_tool

Merge a branch or manage merge state

repo_path, branch (opt), abort (opt)

rebase_tool

Rebase current branch or manage rebase state

repo_path, branch_or_commit (opt), interactive (opt), abort (opt), continue_rebase (opt)

stash_save_tool

Stash current changes

repo_path, message (opt)

pull_tool

Pull changes from a remote

repo_path, remote (opt), branch (opt)

push_tool

Push changes to a remote

repo_path, remote (opt), branch (opt), force (opt), tags (opt)

Project Structure

mist/ ├── __init__.py # Package initialization with version info ├── server.py # Main MCP server entry point ├── tools/ # Tool implementations │ ├── note_tools/ # Note management │ │ ├── __init__.py │ │ └── tool.py # Note tool implementations │ ├── gmail_tools/ # Gmail integration │ │ ├── __init__.py │ │ ├── config.py # Gmail-specific config │ │ ├── gmail.py # Gmail API utilities │ │ └── tool.py # Gmail tool implementations │ ├── calendar_tools/ # Calendar integration │ │ ├── __init__.py │ │ ├── calendar.py # Calendar API utilities │ │ ├── config.py # Calendar-specific config │ │ └── tool.py # Calendar tool implementations │ ├── tasks_tools/ # Tasks integration │ │ ├── __init__.py │ │ ├── config.py # Tasks-specific config │ │ ├── tasks.py # Tasks API utilities │ │ └── tool.py # Tasks tool implementations │ ├── git_tools/ # Git operations │ │ ├── __init__.py │ │ ├── config.py # Git-specific config (imports from google_api) │ │ ├── gitapi.py # Core Git command implementations │ │ └── tool.py # Git tool functions exposed to MCP │ ├── google_api/ # Common Google API utilities │ │ ├── __init__.py │ │ ├── client.py # Google API client │ │ └── config.py # Shared Google API config │ └── __init__.py # Tools package init ├── config_docs/ # Configuration documentation │ ├── api_reference.md # API reference documentation │ ├── configs.md # Example configuration templates │ ├── configuration_guide.md# Detailed configuration guide │ └── troubleshooting_guide.md # Troubleshooting guide ├── .github/ # GitHub configuration │ └── ISSUE_TEMPLATE/ # Issue templates for bug reports, etc. ├── LICENSE # MIT License ├── CONTRIBUTING.md # Contributing guidelines ├── README.md # Project documentation ├── pyproject.toml # Project metadata and dependencies ├── uv.lock # UV lock file for dependencies ├── credentials.json # Google API credentials (should be user-provided) └── .env # Environment configuration (user-created)

Security Considerations

  • API keys and tokens are stored in the .env file or environment variables

  • OAuth tokens are securely managed by Google's authentication flow

  • Your data remains on your own device or within your own accounts

  • No data is sent to third-party services unless explicitly configured

Troubleshooting

Authentication Issues

  • Credentials not working: Delete token.json and re-authenticate

  • Permission errors: Check OAuth consent screen for proper scopes

  • Token expired: MIST should refresh tokens automatically, but you may need to re-authenticate if refresh fails

Connection Problems

  • AI assistant cannot connect: Verify paths in configuration are correct

  • Server fails to start: Check Python version (3.13+ required)

  • API errors: Verify API keys and credentials are correctly set up

Data Issues

  • Notes not saving: Check MIST_NOTES_DIR path exists and is writable

Development

Linting and Formatting

ruff check . ruff format .

Contributing

Contributions are welcome! Please see our Contributing Guidelines for details on how to get started.

  1. Fork the repository

  2. Create a feature branch: git checkout -b feature/amazing-feature

  3. Make your changes and commit them: git commit -m 'Add amazing feature'

  4. Push to your branch: git push origin feature/amazing-feature

  5. Open a pull request

License

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

Acknowledgments


Made with ❤️ by CLoaKY

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security - not tested
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license - permissive license
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quality - not tested

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