docs/features.md

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title: Features
description: Comprehensive overview of KGraph-MCP capabilities and features
---

# KGraph-MCP Features

KGraph-MCP provides a comprehensive platform for intelligent MCP server orchestration with enterprise-grade capabilities.

## Core Features

### 🧠 Intelligent Tool Discovery
- **Semantic Search**: Find tools based on capabilities and context
- **Dependency Resolution**: Automatic workflow planning and dependency management
- **Context-Aware Recommendations**: Smart tool suggestions based on user goals

### 🤖 Autonomous Agent Framework
- **Planner Agent**: Natural language goal interpretation and strategy development
- **Selector Agent**: Tool and resource discovery via Knowledge Graph queries
- **Executor Agent**: Safe tool execution with simulation capabilities
- **Supervisor Agent**: Monitoring, quality assurance, and error recovery

### 📊 Knowledge Graph Core
- **MCP Primitive Modeling**: Semantic representation of Tools, Prompts, Resources, Roots, and Sampling
- **Dynamic Relationships**: Real-time relationship discovery and updates
- **Query Capabilities**: Advanced graph queries for complex discovery scenarios
- **Version Management**: Track changes and evolution of MCP primitives

### 🔒 Enterprise Security
- **Sandboxed Execution**: Isolated environments for safe tool execution
- **Resource Boundaries**: URI-based access control and scope limitation
- **Audit Logging**: Comprehensive activity tracking and compliance reporting
- **Policy Enforcement**: Configurable rules and constraints

## Development Excellence

### 📋 Project Management
- **Autonomous Task Management**: Claude 4.0-powered project management
- **Sprint Planning**: Automated sprint creation and task distribution
- **Progress Tracking**: Real-time metrics and completion reporting
- **GitHub Integration**: Seamless issue and project board synchronization

### 🛠️ Development Workflow
- **30+ Automation Commands**: Comprehensive justfile-based workflow
- **Quality Gates**: Automated linting, formatting, and type checking
- **Test-Driven Development**: 80%+ coverage requirements
- **Security Scanning**: Vulnerability detection and dependency checking

### 🔧 Technology Integration
- **FastAPI Backend**: High-performance API with automatic documentation
- **Gradio Frontend**: Interactive web interface for agent interaction
- **Neo4j Knowledge Graph**: Scalable graph database for semantic storage
- **Vector Search**: Qdrant integration for semantic similarity

## Platform Capabilities

### Integration Features
- **MCP Server Discovery**: Automatic detection and registration
- **Protocol Adaptation**: Support for various MCP implementations  
- **Resource Management**: Efficient allocation and scheduling
- **Error Handling**: Robust error recovery and fallback mechanisms

### Monitoring & Analytics
- **Performance Metrics**: Real-time execution statistics
- **Usage Analytics**: Tool popularity and effectiveness tracking
- **Cost Optimization**: Resource usage monitoring and optimization
- **Health Monitoring**: System health and availability tracking

### Extensibility
- **Plugin Architecture**: Easy addition of new capabilities
- **Custom Agents**: Framework for building specialized agents
- **API Extensions**: RESTful APIs for external integration
- **Webhook Support**: Event-driven integration capabilities

## Future Roadmap

### MVP 2-5 Planned Features
- **Dynamic MCP Provisioning**: Automatic server deployment and scaling
- **Advanced Workflow Engine**: Complex multi-step orchestration
- **Machine Learning Integration**: Predictive tool selection and optimization
- **Enterprise Console**: Administrative interface for large deployments
- **Multi-Tenant Support**: Isolated environments for different organizations

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Ready to explore these features? Check out our [Getting Started Guide](getting-started.md) or dive into the [Architecture Overview](architecture/overview.md).