MUXI Framework Roadmap
This document outlines the development roadmap for the MUXI Framework, including completed releases, current development status, and planned future enhancements. The roadmap is organized by version milestones and development phases.
Overview
The MUXI Framework is being developed in a phased approach, with each phase building upon the previous one to create a comprehensive framework for AI agent development. Our development philosophy emphasizes:
- Solid Foundations: Building reliable core components before adding advanced features
- API-First Design: Designing with API compatibility and extensibility in mind
- Modular Architecture: Creating clean, loosely-coupled subsystems
- Progressive Enhancement: Adding capabilities iteratively based on user feedback
Development Phases
Our overall development is structured into distinct phases:
Phase 1: Core Framework (v0.1.0 - v0.3.0) ✅
This phase established the foundational architecture and core components of the framework:
- Basic agent functionality with LLM integration
- Memory systems (buffer and long-term)
- MCP client integration for external tools
- Multi-agent support with orchestration
- Configuration system
- Basic CLI interface
- Basic REST API foundations
Phase 2: Advanced Features (v0.4.0) 🛠️
This phase focuses on enhancing the framework with advanced communication capabilities:
- Complete REST API implementation
- Complete WebSocket API implementation
- Enhanced CLI interface
- Web UI development
- Basic MCP server interface implementation
- Initial Agent-to-Agent (A2A) communication protocol
- Additional LLM providers
- Enhanced documentation
- Basic multi-modal support
Phase 3: Scaling & Monitoring (v0.5.0) 📅
This phase will prepare the framework for production deployment at scale:
- Advanced A2A communication with capability discovery
- Vector database optimizations and additional integrations
- Full MCP Server interface with streaming response support
- Comprehensive testing and documentation
- Deployment solutions and containerization
- Language-specific SDKs
- Full multi-modal support
- Performance monitoring and metrics
…
Phase 10: Enterprise Ready (v1.0.0) 🔮
This phase will complete the framework’s feature set for enterprise use:
- Comprehensive security features
- Advanced deployment options
- Extended LLM provider support
- Full production readiness
- Complete documentation and examples
- Stable, backward-compatible API
Completed Releases
v0.3.0 (March 2025) - Context Knowledge Expansion
The MUXI Framework v0.3.0 brought significant improvements to knowledge capabilities, enhancing agents with specialized context knowledge and improved contextual awareness.
Major Features
- Agent-Level Knowledge Base:
- File-based knowledge sources with automatic embedding generation
- Efficient in-memory vector storage using FAISS
- Persistent caching of embeddings for cost optimization
- Dynamic embedding dimension detection based on the agent’s model
- Enhanced Knowledge API:
- Add and remove knowledge sources programmatically
- Search knowledge with relevance controls
- List and manage knowledge sources
- Declarative Knowledge Configuration:
- Specify file paths and descriptions
- Automatic loading and embedding on agent initialization
- MCP Server Enhancements:
- Made credentials optional for MCP servers
- Better documentation on MCP server configuration
- Updated examples to demonstrate credential-optional usage patterns
v0.2.0 (March 2025) - Architecture Migration
The MUXI Framework v0.2.0 marked a significant milestone with the completion of our architectural migration to a modular, package-based structure.
Major Features
- Modular Package Structure:
- Reorganized from a monolithic structure to a modular, package-based architecture
- Changed imports from
src.*tomuxi.core.*,muxi.cli.*, etc. - Created separately installable packages for core functionality, CLI, server, and web interface
- Established well-defined interfaces between subsystems
v0.1.0 (January 2025) - Foundation Release
The initial release of the MUXI Framework established the core architecture and essential functionality.
Major Features
- Core Agent System:
- Basic agent functionality with LLM integration
- System message handling
- Message processing pipeline
- Memory Systems:
- Buffer memory using FAISS for short-term context
- Long-term memory using PostgreSQL with pgvector
- Context memory for user-specific structured information
- MCP Integration:
- MCP handler for communication with external services
- Multiple transport types (HTTP+SSE, Command-line)
- Tool call processing and response handling
- Orchestrator:
- Multi-agent management
- Intelligent message routing
- Agent description handling
- Command Line Interface:
- Terminal-based user interface
- Agent interaction commands
- Server management
Current Development (v0.4.0)
The MUXI Framework v0.4.0 will introduce several advanced features with a focus on comprehensive API implementation and enhanced communication capabilities, reflecting our updated development priorities.
Key Features in Development
- REST API & MCP Server Implementation:
- Standard REST API endpoints (agent, conversation, memory management)
- Authentication with API keys
- Streaming support for chat endpoints with SSE
- Proper error handling with standardized format
- API versioning support
- Rate limiting and throttling
- API documentation using OpenAPI/Swagger
- SSE-based MCP server implementation
- WebSocket API Implementation:
- WebSocket protocol for real-time communication
- Support for multi-modal messages (text, images, audio)
- Proper error handling and recovery mechanisms
- Reconnection logic with exponential backoff
- Support for attachments as specified in api.md
- CLI Interfaces & Web UI:
- Enhanced CLI interface with support for all API operations
- Web interface with responsive design for mobile and desktop
- Real-time updates using WebSocket
- Multi-modal interaction support
- User-friendly configuration interface
- Agent-to-Agent (A2A) Communication:
- Standardized message format for inter-agent communication
- Basic agent capability registration and discovery
- Task delegation between agents
- Context sharing with proper isolation
- Security and authentication foundation
Upcoming Releases
v0.5.0 (Planned Q2 2025) - Scaling & Integration
The MUXI Framework v0.5.0 will focus on advanced integration capabilities, vector database enhancements, and expanding LLM provider support.
Planned Features
- Vector Database Enhancements:
- Optimized vector operations for improved performance
- Support for additional vector databases (e.g., Milvus, Qdrant)
- Migration tools for transferring between database types
- Performance benchmarks for different database options
- Support for vector database clustering and sharding
- LLM Provider Expansion:
- Anthropic LLM provider implementation
- Gemini LLM provider implementation
- Grok LLM provider implementation
- Support for local models (Llama, Mistral, DeepSeek)
- Model router for fallback and cost optimization
- Testing and Documentation:
- Comprehensive unit and integration tests
- Performance benchmarks for API endpoints
- Complete API and CLI documentation
- User guides for advanced use cases
- Example projects showcasing API usage
- Language-Specific SDKs:
- TypeScript/JavaScript SDK for web and Node.js
- Go SDK for backend integration
- Initial SDKs for Java/Kotlin, Rust, and C#/.NET
- SDK Development Tools for consistent interfaces
v0.6.0 (Planned Q2 2025) - Multi-Modal & Deployment
The v0.6.0 release will focus on enhancing multi-modal capabilities and deployment solutions.
Planned Features
- Multi-Modal Capabilities:
- Document processing (PDF, Office documents, OCR)
- Image attachment support and preprocessing pipeline
- Audio file handling with speech-to-text integration
- Streaming audio capabilities
- Vision-capable model integrations
- Deployment & Package Distribution:
- Docker containerization and Kubernetes deployment
- Cloud deployment guides (AWS, GCP, Azure)
- Monitoring and logging integration
- CI/CD workflows with GitHub Actions
- SQLite deployment guides for serverless environments
…
v1.0.0 (Planned Q3 2025) - Stable Release
The v1.0.0 release will represent the first stable, production-ready version of the MUXI Framework with comprehensive security enhancements.
Planned Features
- Security Enhancements:
- Enhanced API security (rate limiting, input validation)
- Advanced authentication methods (OAuth, OIDC)
- Role-based access control
- Data encryption at rest and in transit
- Security auditing and vulnerability scanning
- Privacy controls and data protection mechanisms
- API Stabilization:
- Complete API documentation
- Backward compatibility guarantees
- Standardized error handling across all components
- Extended Model Support:
- Support for all major LLM providers
- Robust local model integration
- Model fallback and routing options
- Performance optimization for different model types
- Developer Experience:
- Comprehensive documentation
- Interactive tutorials
- Extensive example projects
- Plugin/extension system
Feature Completion Status
| Feature | Status | Target Version |
|---|---|---|
| Core Agent System | ✅ Complete | v0.1.0 |
| Memory Systems | ✅ Complete | v0.1.0 |
| MCP Client Integration | ✅ Complete | v0.1.0 |
| Orchestrator | ✅ Complete | v0.1.0 |
| Basic CLI Interface | ✅ Complete | v0.1.0 |
| Knowledge Base | ✅ Complete | v0.3.0 |
| SQLite Vector Support | ✅ Complete | v0.3.0 |
| PostgreSQL Vector Support | ✅ Complete | v0.3.0 |
| Multi-user Support | ✅ Complete | v0.3.0 |
| Modular Package Architecture | ✅ Complete | v0.2.0 |
| REST API Implementation | 🛠️ In Development | v0.4.0 |
| WebSocket API Implementation | 🛠️ In Development | v0.4.0 |
| Enhanced CLI Interface | 🛠️ In Development | v0.4.0 |
| Web UI Development | 🛠️ In Development | v0.4.0 |
| MCP Server Implementation | 🛠️ In Development | v0.4.0 |
| A2A Communication | 🛠️ In Development | v0.4.0 |
| Additional LLM Providers | 🛠️ In Development | v0.4.0 |
| Vector Database Enhancements | 📅 Planned | v0.5.0 |
| Testing & Documentation | 📅 Planned | v0.5.0 |
| Language SDKs (TS/JS, Go, etc.) | 📅 Planned | v0.5.0 |
| Multi-Modal Support | 📅 Planned | v0.6.0 |
| Deployment Solutions | 📅 Planned | v0.6.0 |
| Security Enhancements | 🔮 Future | v1.0.0 |
| API Stabilization | 🔮 Future | v1.0.0 |
| Extended Model Support | 🔮 Future | v1.0.0 |
Long-Term Vision
Beyond the current roadmap, the MUXI Framework has several exciting directions for future development:
- Autonomous Agent Collectives: Advanced multi-agent systems that can work together autonomously
- Agent Specialization Marketplace: Library of pre-trained specialized agents for different domains
- Enhanced Learning Capabilities: Agents that improve over time through user feedback and interactions
- Hardware Integration: Support for robotics and IoT device control through standardized interfaces
- Enterprise IAM Integration: Integration with enterprise identity and access management systems
- Cross-Platform Support: Mobile and edge device deployment options
Contributing
We welcome contributions to the MUXI Framework! Please see our contribution guidelines for details on how to get involved with the development process.