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A powerful MCP (Model Context Protocol) server for Claude Desktop, integrating task management, SQLite, and Obsidian visualization.

9 stars PythonAI & Machine Learning Updated Sep 16, 2025

Documentation

DeltaTask - Advanced Task Management System

A powerful, locally-hosted task management application with Obsidian integration and a Model Context Protocol (MCP) server.

Features

  • Smart Task Management: Create tasks with urgency levels and effort estimates
  • Prioritization Engine: Automatically sorts tasks by urgency and effort
  • Task Decomposition: Split larger tasks into manageable subtasks
  • Tagging System: Organize tasks with custom tags
  • Local Storage: All data stored locally in SQLite database
  • Obsidian Integration: Bi-directional sync with Obsidian markdown files
  • MCP Server: Full API access through Model Context Protocol

Technical Details

Data Model

  • Tasks: Core task entity with properties:
    • Title and description
    • Urgency (1-5 scale, 5 being highest)
    • Effort (1-21 scale, following Fibonacci sequence)
    • Completion status
    • Parent-child relationships for subtasks
    • Tags for categorization

Database Schema

The application uses SQLite with the following tables:

  • `todos`: Stores all task items and their properties
  • `tags`: Stores unique tag names
  • `todo_tags`: Junction table for many-to-many relationship between tasks and tags

Obsidian Integration

DeltaTask creates and maintains a structured Obsidian vault:

  • Task files with frontmatter metadata
  • Tag-based views for filtering tasks
  • Statistics dashboard
  • Bi-directional sync between Obsidian markdown and SQLite database

MCP API Endpoints

The MCP server exposes the following operations:

  • `get_task_by_id`: Get a specific task by ID
  • `search_tasks`: Find tasks by title, description, or tags
  • `create_task`: Create a new task
  • `update_task`: Update a task's properties
  • `delete_task`: Remove a task
  • `sync_tasks`: Sync tasks from Obsidian markdown into SQLite
  • `list_tasks`: List all tasks
  • `get_statistics`: Retrieve metrics about tasks
  • `create_subtasks`: Split a task into multiple subtasks
  • `get_all_tags`: Get all unique tag names
  • `get_subtasks`: Get subtasks for a given parent task
  • `finish_task`: Mark a task as completed

Getting Started

Prerequisites

  • Python 3.10+
  • SQLite3
  • Obsidian (optional, for markdown integration)

Installation

1. Clone this repository

2. Set up the Python environment using `uv`:

code
# Create and activate the virtual environment
   uv venv
   source .venv/bin/activate  # On Windows: .venv\Scripts\activate

   # Install dependencies
   uv pip install -r requirements.txt

Running the MCP Server

The DeltaTask MCP server can be used with Claude for Desktop:

1. Configure Claude for Desktop:

    json
    {
         "mcpServers": {
           "deltatask": {
             "command": "uv",
             "args": [
               "--directory",
               "/ABSOLUTE/PATH/TO/DeltaTask",
               "run",
               "server.py"
             ]
           }
         }
       }

      If you run into issues or want more details, check out the Docs for the MCP.

      For instance from the docs:

      You may need to put the full path to the `uv` executable in the `command` field. You can get this by running `which uv` on MacOS/Linux or `where uv` on Windows.

      2. Use the DeltaTask tools in Claude for Desktop by clicking the hammer icon

      Model Context Protocol (MCP)

      This application implements a Model Context Protocol approach for task management:

      1. Structured Data Model: Clearly defined schema for tasks with relationships

      2. Priority Calculation: Intelligent sorting based on multiple factors

      3. Hierarchical Organization: Parent-child relationships for task decomposition

      4. Tagging System: Flexible categorization for better context

      5. Statistics and Insights: Data aggregation for understanding task patterns

      6. Obsidian Integration: Markdown-based visualization and editing

      License

      MIT License

      Frequently asked questions

      What is DeltaTask?

      DeltaTask is A powerful MCP (Model Context Protocol) server for Claude Desktop, integrating task management, SQLite, and Obsidian visualization.

      How do I install DeltaTask?

      Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

      Is DeltaTask open source?

      Yes — it is hosted on GitHub at https://github.com/brysontang/deltatask and has 9 stars.

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