Advanced AI Knowledge Hub with Multi-Agent Orchestration
Enterprise-grade platform with real-time collaboration, advanced reasoning, and intelligent workflow automation
- 🕸️ Knowledge Graph System - Dynamic knowledge representation with automatic entity extraction
- 🎯 Adaptive Learning System - Personalized recommendations based on user behavior
- ⚡ Quantum Optimization Engine - Quantum-inspired algorithms for complex problem solving
- 🧠 Neural Architecture Search - Automatic AI model design and optimization
- 🧘 Cognitive Workload Management - Optimal human-AI collaboration through cognitive science
- 📊 Predictive Analytics Engine - Advanced forecasting, trend analysis, and anomaly detection
- WebSocket-based live updates across all system components
- Collaborative workspaces with room-based messaging
- Live system monitoring with performance metrics
- Real-time event streaming for instant feedback
- Multi-model coordination (GPT-4, Claude, local models)
- Sophisticated reasoning chains: Chain-of-Thought, Tree-of-Thought, Reflection, Debate
- Intelligent task decomposition for complex problems
- Automatic model selection based on task requirements
- Knowledge Graph Viewer - Interactive knowledge network visualization
- Adaptive Learning Dashboard - Personalized recommendations and insights
- Quantum Optimization Dashboard - Real-time particle visualization
- Cognitive Workload Monitor - Real-time cognitive state tracking
- Visual Workflow Builder with drag-and-drop interface
- AI Reasoning Viewer to visualize thought processes
- Real-Time Monitor dashboard with live metrics
- Professional Authentication system with modern UX
- Production-ready architecture with async operations
- Comprehensive database layer with full persistence
- Advanced security features with JWT and RBAC
- Scalable real-time communication infrastructure
- 100+ REST API endpoints for all systems
- Complete provider fallback mechanisms
- Specialized AI Agents for different domains (Document, Code, Web, Chat)
- Intelligent Query Routing based on content analysis
- Performance Monitoring with real-time metrics
- Health Checks and automatic failover
- Real Vector Embeddings (OpenAI, SentenceTransformers)
- Cosine Similarity Search for accurate document retrieval
- Advanced Document Processing with metadata extraction
- Multi-format Support (PDF, Markdown, Text)
- Visual Workflow Creation with dependency management
- Template System for common workflow patterns
- Real-time Execution Monitoring with progress tracking
- Error Handling with retry logic and recovery
- JWT-based Security with access and refresh tokens
- Role-Based Access Control (Admin/User permissions)
- User Management with registration and profiles
- API Key Authentication for programmatic access
- Responsive Design optimized for all devices
- Real-time Updates with WebSocket integration
- Professional UI/UX with Framer Motion animations
- Tabbed Navigation for organized feature access
- Python 3.8+ with pip
- Node.js 18+ with npm
- Git for version control
git clone <repository-url>
cd multi-agent
chmod +x start.sh
./start.sh- Frontend: http://localhost:3000
- Backend API: http://localhost:8000
- API Documentation: http://localhost:8000/docs
- WebSocket: ws://localhost:8000/ws
- Create your account through the registration interface
- First user automatically gets admin privileges
┌─────────────────────────────────────────────────────────────┐
│ Multi-Agent MCP Enterprise │
├─────────────────────────────────────────────────────────────┤
│ 🎨 Frontend (Next.js + React + TypeScript) │
│ ├── Real-Time Monitor ├── AI Reasoning Viewer │
│ ├── Workflow Builder ├── Document Management │
│ ├── Authentication UI └── Agent Dashboard │
├─────────────────────────────────────────────────────────────┤
│ 🔄 Real-Time Communication Layer (WebSocket) │
│ ├── Live Updates ├── Collaborative Workspaces │
│ ├── Event Streaming └── Performance Monitoring │
├─────────────────────────────────────────────────────────────┤
│ 🧠 AI Orchestration Layer │
│ ├── Multi-Model Router ├── Reasoning Chains │
│ ├── Task Decomposition └── Advanced Prompting │
├─────────────────────────────────────────────────────────────┤
│ 🤖 Agent Management Layer │
│ ├── Specialized Agents ├── Query Routing │
│ ├── Performance Metrics └── Health Monitoring │
├─────────────────────────────────────────────────────────────┤
│ 🔍 RAG Pipeline Layer │
│ ├── Vector Embeddings ├── Document Processing │
│ ├── Similarity Search └── Metadata Indexing │
├─────────────────────────────────────────────────────────────┤
│ 🔄 Workflow Engine │
│ ├── Visual Builder ├── Template System │
│ ├── Dependency Management └── Execution Monitoring │
├─────────────────────────────────────────────────────────────┤
│ 🔐 Authentication & Security │
│ ├── JWT Token Management ├── Role-Based Access │
│ ├── User Profiles └── API Key Authentication │
├─────────────────────────────────────────────────────────────┤
│ 🗄️ Database Layer (SQLAlchemy + AsyncIO) │
│ ├── User Management ├── Document Storage │
│ ├── Conversation History ├── Workflow Definitions │
│ ├── Agent Metrics └── System Analytics │
└─────────────────────────────────────────────────────────────┘
POST /auth/register- User registrationPOST /auth/login- User authenticationPOST /auth/refresh- Token refreshGET /auth/me- Current user profile
POST /ai/reasoning- Create reasoning chainGET /ai/reasoning/{id}- Get reasoning chainPOST /ai/decompose- Decompose complex taskGET /ai/models- Available AI models
POST /workflows/- Create workflowPOST /workflows/templates- Create from templatePOST /workflows/{id}/start- Start executionGET /workflows/{id}/tasks- Get workflow tasks
WS /ws- WebSocket connectionGET /ai/events/stats- Real-time statisticsPOST /ai/events/emit- Emit custom event
POST /rag/upload- Upload documentPOST /rag/query- Query documentsGET /system/status- System status
# API Configuration
API_HOST=localhost
API_PORT=8000
API_RELOAD=true
# Database
DATABASE_URL=sqlite:///./multi_agent.db
# AI Providers
OPENAI_API_KEY=your_openai_key
ANTHROPIC_API_KEY=your_anthropic_key
# Security
SECRET_KEY=your_secret_key
ACCESS_TOKEN_EXPIRE_MINUTES=30
# Real-Time
MAX_CONNECTIONS=1000
MAX_CONCURRENT_WORKFLOWS=50See Configuration Guide for detailed settings.
cd backend
python -m pytest tests/
python -m pytest tests/ --cov=.cd frontend
npm test
npm run test:e2e# Test WebSocket connections
python scripts/load_test_websockets.py
# Test AI reasoning endpoints
python scripts/load_test_ai.py| Metric | Target | Current |
|---|---|---|
| API Response Time | <200ms | ~150ms |
| WebSocket Latency | <50ms | ~25ms |
| Concurrent Users | 1000+ | Tested to 500 |
| Document Processing | <10s/doc | ~5s/doc |
| Reasoning Chain | <30s | ~15s |
- Mobile App (React Native)
- Plugin System for third-party integrations
- Advanced Analytics with ML insights
- Voice Interface with speech-to-text
- Multi-tenancy for enterprise customers
- SSO Integration (SAML, LDAP)
- Advanced Monitoring (Prometheus, Grafana)
- Auto-scaling infrastructure
- Federated Learning across instances
- Custom Agent Development toolkit
- Natural Language Workflow creation
- Predictive Analytics for optimization ✅ (Implemented in v1.3.0)
We welcome contributions! Please see our Contributing Guide for details.
- Fork the repository
- Create a feature branch
- Make your changes
- Add tests
- Submit a pull request
- Backend: Black formatting, type hints, docstrings
- Frontend: ESLint, Prettier, TypeScript strict mode
- Documentation: Clear, comprehensive, with examples
This project is licensed under the MIT License - see the LICENSE file for details.
- OpenAI for GPT models and embeddings
- Anthropic for Claude AI integration
- FastAPI for the robust backend framework
- Next.js team for the excellent frontend framework
- Open Source Community for the amazing libraries and tools
- Documentation: Full Docs
- Issues: GitHub Issues
- Discussions: GitHub Discussions
- Email: support@multi-agent-mcp.com
🚀 Built with ❤️ for the future of AI collaboration