12  Conclusions

12.1 Summary

This project delivers an open source SysML v2 MCP server that bridges AI assistants with Model-Based Systems Engineering workflows. The key contributions are:

1. Working Software: MCP server with GitLab integration and SysML v2 API support
2. Academic Deliverables: SE documentation demonstrating INCOSE principles
3. External Publication: NDIA GVSETS paper on AI-augmented MBSE

12.2 Lessons Learned

To be completed after project execution.

12.3 Future Work

12.3.1 Deferred to Future Releases

• AI benchmarking framework for MBSE tasks
• Multi-agent architectures with MCP communication
• Additional Git providers (GitHub, Gitea)
• Full SysML v2 parser implementation
• OAuth/OIDC authentication

12.3.2 Research Directions

• SysML v2-specific evaluation metrics
• Requirements-to-model generation
• Natural language model queries
• CI/CD integration patterns

12.4 References

See Section 14.1 for complete bibliography.

12.5 Acknowledgments

To be added.