Lightning Fast
Hybrid search combining vector similarity, BM25 full-text search, and graph traversal for sub-second response times.
🔒 Private Project - Invitation Only
GraphRaptor
Next-Generation Multi-User RAG System with Knowledge Graphs & Intelligent Agents
Harness the power of hybrid search, graph traversal, and 6 specialized LangGraph agents to deliver unparalleled context-aware responses.
System Overview
A comprehensive RAG system built for enterprise-scale knowledge management
🏢
Enterprise Ready
Multi-user support with PostgreSQL-based memory persistence, role-based access, and comprehensive analytics.
🤖
Intelligent Agents
5 specialized LangGraph agents with automatic routing, context awareness, and advanced memory systems.
System Architecture
Explore our comprehensive architecture diagrams - click any image to view full-size
Core Features
Everything you need for advanced knowledge retrieval and generation
Agent Architectures
6 specialized agents with dynamic routing for optimal performance
🎯 Orchestrator Agent
Intelligent routing system that analyzes queries and directs them to the most appropriate specialized agent.
- ✓ Query classification
- ✓ Agent selection
- ✓ Load balancing
💬 Conversational Agent
Multi-turn dialogue specialist with context retention and natural conversation flow.
- ✓ Context awareness
- ✓ Follow-up handling
- ✓ Memory integration
⚙️ Workflow Agent
Handles complex multi-step tasks with planning, execution, and verification capabilities.
- ✓ Task decomposition
- ✓ Step execution
- ✓ Result validation
🔍 Direct Search Agent
Optimized for quick fact retrieval with minimal processing overhead.
- ✓ Fast retrieval
- ✓ Exact matching
- ✓ Low latency
📊 GraphRAG Agent
Leverages knowledge graphs for relationship-based reasoning and complex queries.
- ✓ Graph traversal
- ✓ Relationship analysis
- ✓ Entity linking
📈 Graph Analytics Agent
Analyzes graph data for insights, statistics, and pattern detection using Memgraph.
- ✓ Product counting & listing
- ✓ Entity comparison
- ✓ Relationship statistics
Technology Stack
Built with cutting-edge technologies for performance and scalability
🧠 AI Framework
- • LangGraph 1.0
- • LangChain 1.0
- • OpenAI API Compatibility
🔍 Vector Database
- • OpenSearch 3.x or Milvus 2.6+
- • Mulitiligual Tokenizer
- • HNSW Index
📊 Graph Database
- • Memgraph
- • Cypher Queries
- • Real-time Updates
🔎 Search Engine
- • Hyrid Semantic Search
- • smartcn Analyzer
- • BM25 Ranking
💾 Data Storage
- • PostgreSQL
- • LangGraph Checkpoints
- • mem0
⚡ API & Backend
- • FastAPI
- • SSE Streaming
- • Python 3.11+
🔧 Development Tools
- • Build-in Chatbot UI
- • CLI support
- • Type Safety
📡 Integration
- • MCP Protocol
- • OpenAPI Docs
- • RESTful API
Get Access
GraphRaptor is a private project available by invitation only.
Contact us to request access.
