# Project Progress
## Completed
1. Initial Design
- Memory bank architecture
- Knowledge management
- RAG-based retrieval
- Update mechanisms
2. Embedding System
- [x] Removed sentence-transformers dependency
- [x] Simplified to Ollama-based embeddings
- [x] Updated embedding implementation
- [x] Streamlined dependencies
3. MCP SDK Integration
- [x] Set up MCP SDK
- [x] Created server structure
- [x] Defined tool interfaces
- [x] Implemented resource handlers
## In Progress
1. Integration Testing
- [ ] MCP contract verification
- [ ] Tool registration testing
- [ ] Resource access testing
- [ ] End-to-end workflow testing
2. Server Implementation
- [ ] Contract compliance
- [ ] Tool registration
- [ ] Resource handling
- [ ] Error management
3. Documentation
- [ ] Update MCP integration guide
- [ ] Document test setup
- [ ] Server configuration guide
- [ ] Testing documentation
## Upcoming
1. Test Implementation
- Complete contract tests
- Tool registration validation
- Resource access verification
- Error handling tests
2. System Integration
- Server deployment
- Configuration updates
- Documentation refresh
- Release preparation
## Known Issues
1. MCP contract tests incomplete
2. Tool registration needs verification
3. Resource access to be tested
4. Documentation needs updating
5. Test coverage to be expanded
## Future Improvements
1. Testing Enhancement
- Additional contract scenarios
- Edge case coverage
- Performance testing
- Load testing
2. Functionality Extension
- Advanced tool features
- Enhanced resource handling
- Better error management
- Team collaboration
3. User Experience
- Simplified server setup
- Better error handling
- Clear documentation
- Easy configuration
## Project Health
- Architecture: Strong, well-planned
- Implementation: Actively developing
- SDK Integration: In progress
- Testing: Focused on contracts
- Documentation: Needs updating
- Direction: Clear and focused
## Recent Wins
1. MCP SDK integration started
2. Server structure defined
3. Test infrastructure created
4. Contract tests begun
5. Clear testing focus
## Next Priorities
1. Complete MCP contract tests
2. Verify tool registration
3. Test resource access
4. Document integration
5. Prepare for release