🐝 HIVE AD AGENT - Complete Production SystemAI-Powered Multi-Agent Advertising Intelligence Platform
Transform shopping data into intelligent, personalized advertising campaigns using AI agents that work together like bees in a hive.
📋 Table of Contents
Overview Features Architecture Installation Quick Start Configuration Usage Examples API Reference Project Structure Advanced Features Deployment Contributing License
🎯 Overview HIVE AD AGENT is a production-ready, AI-powered multi-agent system that analyzes shopping behavior and creates personalized advertising campaigns. Built on a unique "hive" architecture where specialized AI agents collaborate like bees in a colony. Why HIVE AD AGENT?
✅ Real AI Integration - GPT-4 and Claude for intelligent decision-making ✅ Resource-Limited - Built-in cost controls and token management ✅ Production-Ready - Database integration, monitoring, and error handling ✅ Scalable Architecture - Multi-agent system with message queue support ✅ Advanced AI Features - Conversation memory, RAG, A/B testing
✨ Features Core Features 🤖 AI-Powered Agents
Queen Bee - Master orchestrator coordinating all agents Shopper Bee - Shopping behavior analyst with AI Ad Bee - Campaign strategy creator with AI Real-time decision making with GPT-4/Claude
🧠 Enhanced AI Capabilities
Conversation Memory - Multi-turn context tracking RAG System - Retrieval Augmented Generation with vector database Knowledge Base - Accumulated learning from campaigns Context-Aware - Remembers previous interactions
🧪 A/B Testing
Campaign variant testing Statistical significance calculation Performance optimization Automated winner selection
📊 Real-Time Data
Amazon Product API integration Google Analytics connection Social media trend analysis Live behavior tracking
💾 Database Integration
MongoDB for persistent storage User profiles and analytics Campaign history Agent memory persistence
🔒 Resource Management
Token usage limits Cost tracking and budgets Rate limiting Request monitoring
📦 Installation Prerequisites
Python 3.9 or higher MongoDB (optional for local development) OpenAI API key OR Anthropic API key 4GB RAM minimum
Project Structure
hive-ad-agent/
│
├── backend/
│ ├── agent_base.py # Base agent class
│ ├── ai_engine.py # Basic AI engine
│ │
│ ├── ai/
│ │ ├── enhanced_ai_engine.py # AI with memory
│ │ └── rag_system.py # RAG & knowledge base
│ │
│ ├── agents/
│ │ ├── shopper_bee.py # Shopping analyst
│ │ ├── ad_bee.py # Ad strategist
│ │ └── enhanced_shopper_bee.py # Enhanced analyst
│ │
│ ├── orchestration/
│ │ └── queen_bee.py # Master orchestrator
│ │
│ ├── database/
│ │ └── db_manager.py # MongoDB operations
│ │
│ ├── apis/
│ │ ├── data_connectors.py # Simulated APIs
│ │ └── real_connectors.py # Real API integrations
│ │
│ └── testing/
│ └── ab_testing.py # A/B test system
│
├── examples/
│ ├── run_complete_demo.py # Basic demo
│ └── enhanced_demo.py # Enhanced features demo
│
├── data/ # Data storage (created automatically)
│ ├── chroma/ # Vector database
│ └── mongodb/ # MongoDB data (if local)
│
├── .env # Environment configuration
├── .env.example # Example configuration
├── requirements.txt # Python dependencies
├── README.md # This file
└── LICENSE # MIT License
## 📄 License
MIT License
Copyright (c) 2024 HIVE AD AGENT
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
---
## 🙏 Acknowledgments
Built with:
- [OpenAI](https://openai.com/) - GPT-4 AI models
- [Anthropic](https://www.anthropic.com/) - Claude AI models
- [MongoDB](https://www.mongodb.com/) - Database
- [ChromaDB](https://www.trychroma.com/) - Vector database
- [FastAPI](https://fastapi.tiangolo.com/) - Web framework (Part 3)
Inspired by:
- Multi-agent systems research
- Swarm intelligence
- Production ML systems
---
## 📞 Support
- **Issues:** [GitHub Issues](https://github.com/gopib03/hive-ad-agent/issues)
- **Documentation:** [Full Docs](https://docs.hiveadagent.com)
---
## 🗺️ Roadmap
### Version 1.0 (Current)
- ✅ Basic multi-agent system
- ✅ OpenAI & Anthropic integration
- ✅ Resource management
- ✅ Conversation memory
- ✅ RAG system
- ✅ A/B testing
### Version 1.1 (Next)
- [ ] Web dashboard
- [ ] Real-time monitoring
- [ ] More specialized bees
- [ ] Message queue (Redis)
- [ ] WebSocket support
### Version 2.0 (Future)
- [ ] Auto-scaling
- [ ] Advanced analytics
- [ ] ML model training
- [ ] API marketplace
- [ ] Multi-tenant support
---
## ⭐ Star History
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