Complete project structure and setup for Recursive Self-Improving Task Runner - Ready for NeverShitty org repository creation

PROJECT_SETUP.md

Recursive Self-Improving Task Runner with Universal Connector

Project Overview

This is a Flask-based application that provides an intelligent, self-improving task execution system with dynamic agent selection (OpenAI, ElasticSearch, Claude/Anthropic) through a Universal Connector interface.

Project Structure

recursive-task-runner/
├── app.py                 # Main Flask application
├── universal_connector.py # Universal Connector class
├── agent_manager.py       # Agent management and selection logic
├── task_classifier.py     # Task classification system
├── pricing_calculator.py  # Dynamic pricing logic
├── requirements.txt       # Python dependencies
├── config.py             # Configuration management
├── static/
│   ├── css/
│   │   └── styles.css    # Frontend styling
│   ├── js/
│   │   └── main.js       # Frontend JavaScript
│   └── images/
├── templates/
│   ├── index.html        # Main interface
│   └── base.html         # Base template
├── tests/
│   ├── test_app.py
│   ├── test_connector.py
│   └── test_agents.py
├── docs/
│   ├── API.md            # API documentation
│   ├── SETUP.md          # Setup instructions
│   └── ARCHITECTURE.md   # System architecture
├── .env.example          # Environment variables template
├── .gitignore           # Git ignore file
├── README.md            # Project documentation
└── docker-compose.yml   # Docker configuration

Quick Start

1. Clone repository
2. Install dependencies: pip install -r requirements.txt
3. Copy .env.example to .env and configure API keys
4. Run: python app.py
5. Open http://localhost:5000

Features

• Dynamic AI agent selection (OpenAI, ElasticSearch, Claude)
• Universal Connector for multi-source data integration
• Recursive task execution and self-improvement
• Real-time pricing calculation
• Web-based interface
• Comprehensive logging and monitoring

Next Steps

1. Create repository: recursive-task-runner in NeverShitty org
2. Import this gist structure
3. Set up development environment
4. Configure API keys and services
5. Begin implementation phase

Handoff Notes for Replit

• All environment variables should be configured in Replit Secrets
• Use Replit's package manager for dependencies
• Flask app configured for Replit hosting
• Ready for immediate development continuation