Skip to main content
Glama

ChurnFlow MCP Server

by jgsteeler

ChurnFlow MCP Server

An ADHD-friendly productivity system powered by AI agents

ChurnFlow is a Model Context Protocol (MCP) server that transforms the way ADHD minds manage productivity. Instead of fighting against how your brain works, ChurnFlow works with your natural patterns of thinking, capturing, and processing information.

🧠 The Problem

Traditional productivity systems fail ADHD brains because they require too much cognitive overhead:

  • Capture friction: Great ideas get lost while driving, in meetings, or during hyperfocus sessions
  • Processing overhead: Spending more time organizing tasks than actually doing them
  • Context switching pain: Losing track of where you were after interruptions
  • System maintenance burden: The productivity system becomes another task to manage

✨ The ChurnFlow Solution

ChurnFlow uses AI to eliminate the cognitive overhead of productivity management:

  • 🎤 Frictionless Capture: Voice or text input that automatically infers context and routing
  • 🤖 AI-Powered Processing: Natural language understanding that categorizes and prioritizes items
  • 📍 Context Awareness: Seamlessly switch between life domains (business, personal, projects)
  • 🔄 Automatic Recovery: Get back on track after interruptions without losing momentum

🏗️ Architecture

ChurnFlow is built around three core concepts:

Collections

Domain-specific folders that archive completed work and reference materials:

  • gsc-ai/ - AI consulting business
  • project-55/ - Personal business empire plan
  • tractor/ - Equipment restoration projects

Trackers

Active markdown files that capture ongoing work and action items:

  • Auto-categorized by context (business, personal, project, system)
  • YAML frontmatter for metadata and workflow control
  • Natural language task formatting with AI assistance

AI Inference

Intelligent routing that understands your workflow:

  • Context detection from existing tracker patterns
  • Item type classification (action, review, reference, someday/maybe)
  • Automatic prioritization and dependency discovery

🚀 Getting Started

Prerequisites

  • Node.js 18+
  • An AI API key (OpenAI or Anthropic)
  • A Churn system directory structure

Installation

npm install -g churnflow-mcp

Configuration

churn init --collections-path /path/to/your/Collections

Usage with Claude/Warp

# Start the MCP server churn serve # Then in Warp with Claude: # "Capture this: I need to call the parts supplier about the carburetor" # "What should I focus on today?" # "I'm working on the Gibson website - track my progress"

🎯 Core Features

Smart Capture

  • Natural Language Input: "Remind me to follow up with that consulting client next week"
  • Context Inference: Automatically routes to the right project tracker
  • Voice Integration: Capture thoughts while driving or working with your hands
  • Multi-Device: Phone, iPad, computer - capture anywhere

Intelligent Processing

  • Item Classification: Action items, reviews, references, someday/maybe
  • Priority Detection: Deadlines, dependencies, and urgency analysis
  • Tracker Management: Auto-sync between active trackers and archived collections

ADHD-Optimized Workflows

  • Dashboard View: "What's important today?" without cognitive overhead
  • Interruption Recovery: "Where was I?" after context switches
  • Hyperfocus Support: Capture interrupting thoughts without breaking flow
  • Executive Function Assistance: AI handles the organizing so you can focus on doing

🏢 About GSC Dev

ChurnFlow is developed by Gibson Service Company, LLC - Development Division (GSC Dev), the R&D arm of a multi-division business focused on bringing joy-driven solutions to market.

Other GSC Divisions:

  • Gibson Service Company: Small engine repair & vintage tractor restoration (gibsonsvc.com)
  • GSC AI Consulting: AI-powered workflows for small businesses
  • Project-55: Building financial independence through passion-driven entrepreneurship

🤝 Contributing

We welcome contributions from the ADHD and neurodivergent community! Please see our Contributing Guidelines for details.

📋 Roadmap

  • Project initialization and architecture design
  • Core MCP server with capture functionality
  • AI inference engine for context and item type detection
  • Voice capture integration
  • Dashboard and review tools
  • Mobile app for capture on-the-go
  • Community marketplace for custom trackers and workflows

📄 License

MIT License - see LICENSE for details.

🆘 Support


Built with ❤️ for the ADHD community by someone who gets it.

-
security - not tested
F
license - not found
-
quality - not tested

An ADHD-friendly productivity system that uses AI to provide frictionless capture of tasks and ideas through natural language input, with automatic context detection and intelligent routing to appropriate project trackers. Eliminates cognitive overhead by working with ADHD thinking patterns rather than against them.

  1. 🧠 The Problem
    1. ✨ The ChurnFlow Solution
      1. 🏗️ Architecture
        1. Collections
        2. Trackers
        3. AI Inference
      2. 🚀 Getting Started
        1. Prerequisites
        2. Installation
        3. Configuration
        4. Usage with Claude/Warp
      3. 🎯 Core Features
        1. Smart Capture
        2. Intelligent Processing
        3. ADHD-Optimized Workflows
      4. 🏢 About GSC Dev
        1. 🤝 Contributing
          1. 📋 Roadmap
            1. 📄 License
              1. 🆘 Support

                MCP directory API

                We provide all the information about MCP servers via our MCP API.

                curl -X GET 'https://glama.ai/api/mcp/v1/servers/jgsteeler/churnflow-mcp'

                If you have feedback or need assistance with the MCP directory API, please join our Discord server