CallSort

macOS App for Organizing Call Transcripts

CallSort is a local-first macOS application that helps you organize call transcript files using a human-in-the-loop workflow with AI assistance (Claude/Gemini) via copy/paste interaction.

Features

✅ Pass 1: Account Classification (Implemented)

• Organize transcript files by customer account
• Copy/paste LLM prompts (no API usage)
• Strict JSON validation
• Dry-run preview before commit
• Complete audit logging
• Safe file operations (copy, never delete)

Requirements

• macOS 13.0+
• Xcode 15.0+
• Swift 5.9+

Quick Start

1. Clone the repository

   git clone https://github.com/yourusername/CallSort.git
   cd CallSort

2. Open in Xcode

   open CallSort.xcodeproj

3. Build and Run

   • Select "My Mac" as the run destination
   • Press Cmd+R to build and run

Usage

1. Select input folder (your transcript files)
2. Select output folder (where to organize files)
3. Load your accounts.json configuration
4. Generate LLM prompt → Copy to clipboard
5. Paste in Claude/Gemini → Get JSON response
6. Paste JSON back into app → Validate
7. Preview classification → Dry run
8. Commit to organize files!

Project Structure

CallSort/
├── CallSort/
│ ├── CallSortApp.swift
│ ├── ContentView.swift
│ ├── Models/
│ │ ├── AccountsConfig.swift
│ │ ├── FileItem.swift
│ │ ├── ClassificationResult.swift
│ │ └── Manifest.swift
│ └── Services/
│ ├── FileService.swift
│ ├── ValidationService.swift
│ ├── AccountClassifier.swift
│ └── ManifestService.swift

Core Principles

• No API calls - All AI interaction via copy/paste
• Explicit approval - Dry-run before every commit
• Never delete - Files are copied, not moved
• Audit everything - Complete manifest logs
• Conservative - UNSORTED is a valid, safe outcome

Roadmap

• Pass 1: Account Classification
• Pass 2: Meeting Grouping
• Pass 3: Summary Generation
• History Browser
• Search/Filter

License

MIT License - See LICENSE file for details

Contributing

Contributions welcome! Please open an issue or PR.