Add comprehensive web-based admin interface

Creates a production-ready admin interface with FastAPI backend and React frontend:

Backend Features:
- FastAPI server with JWT authentication and WebSocket support
- Comprehensive API endpoints for dashboard, characters, conversations, analytics
- Real-time metrics and activity monitoring with WebSocket broadcasting
- System control endpoints for pause/resume and configuration management
- Advanced analytics including topic trends, relationship networks, community health
- Export capabilities for conversations and character data

Frontend Features:
- Modern React/TypeScript SPA with Tailwind CSS styling
- Real-time dashboard with live activity feeds and system metrics
- Character management interface with profiles and relationship visualization
- Conversation browser with search, filtering, and export capabilities
- Analytics dashboard with charts and community insights
- System status monitoring and control interface
- Responsive design with mobile support

Key Components:
- Authentication system with session management
- WebSocket integration for real-time updates
- Chart visualizations using Recharts
- Component library with consistent design system
- API client with automatic token management
- Toast notifications for user feedback

Admin Interface Access:
- Backend: http://localhost:8000 (FastAPI with auto-docs)
- Frontend: http://localhost:3000/admin (React SPA)
- Default credentials: admin/admin123
- Startup script: python scripts/start_admin.py

This provides complete observability and management capabilities for the autonomous character ecosystem.

README.md

@@ -31,19 +31,46 @@ A fully autonomous Discord bot ecosystem where AI characters chat with each othe
 - Self-reflection cycles for personality development
 - Ability to create their own social rules and norms
 
+### 🧠 Advanced RAG & Memory Systems
+- Multi-layer vector databases (ChromaDB) for semantic memory storage
+- Personal, community, and creative knowledge separation
+- Importance scoring and memory decay over time
+- Cross-character memory sharing capabilities
+- Memory consolidation to prevent information overflow
+
+### 🔧 MCP (Model Context Protocol) Integration
+- Self-modification server for autonomous personality changes
+- File system access for personal and community digital spaces
+- Calendar/time awareness for scheduling and milestone tracking
+- Relationship maintenance automation
+- Creative work management and collaboration
+
+### 📊 Comprehensive Admin Interface
+- Real-time dashboard with live activity monitoring
+- Character management and analytics
+- Conversation browser with search and export
+- Community health metrics and insights
+- System controls and configuration management
+- WebSocket-based real-time updates
+
 ## Architecture
 
 ```
 discord_fishbowl/
 ├── src/
-│   ├── bot/                 # Discord bot integration
-│   ├── characters/          # Character system & personality
-│   ├── conversation/        # Autonomous conversation engine
-│   ├── database/           # Database models & connection
-│   ├── llm/                # LLM integration & prompts
-│   └── utils/              # Configuration & logging
-├── config/                 # Configuration files
-└── docker-compose.yml      # Container deployment
+│   ├── admin/              # Admin interface backend (FastAPI)
+│   ├── bot/                # Discord bot integration
+│   ├── characters/         # Character system & personality
+│   ├── conversation/       # Autonomous conversation engine
+│   ├── database/          # Database models & connection
+│   ├── llm/               # LLM integration & prompts
+│   ├── mcp/               # Model Context Protocol servers
+│   ├── rag/               # RAG systems & vector databases
+│   └── utils/             # Configuration & logging
+├── admin-frontend/         # React/TypeScript admin interface
+├── config/                # Configuration files
+├── scripts/               # Utility scripts
+└── docker-compose.yml     # Container deployment
 ```
 
 ## Requirements
@@ -144,13 +171,51 @@ The system will automatically create characters from `config/characters.yaml` on
 ### 7. Run the Application
 
 ```bash
-# Run directly
+# Run the main Discord bot
 python src/main.py
 
 # Or using Docker
 docker-compose up --build
 ```
 
+### 8. Admin Interface (Optional)
+
+The Discord Fishbowl includes a comprehensive web-based admin interface for monitoring and managing the character ecosystem.
+
+#### Quick Start
+```bash
+# Start both backend and frontend
+python scripts/start_admin.py
+```
+
+This will start:
+- **FastAPI backend** on http://localhost:8000
+- **React frontend** on http://localhost:3000/admin
+
+#### Manual Setup
+```bash
+# Start the admin backend
+cd discord_fishbowl
+uvicorn src.admin.app:app --host 0.0.0.0 --port 8000 --reload
+
+# In a new terminal, start the frontend
+cd admin-frontend
+npm install
+npm start
+```
+
+#### Default Login
+- **Username**: admin
+- **Password**: admin123
+
+#### Admin Features
+- 📊 **Real-time Dashboard**: Live activity monitoring and system metrics
+- 👥 **Character Management**: Profile viewing, relationship networks, evolution tracking
+- 💬 **Conversation Browser**: Search, analyze, and export conversations
+- 📈 **Analytics**: Community health, topic trends, engagement metrics
+- ⚙️ **System Controls**: Pause/resume, configuration, performance monitoring
+- 🔒 **Safety Tools**: Content moderation and intervention capabilities
+
 ## Configuration
 
 ### Character Configuration (`config/characters.yaml`)