Building MCP Infrastructure for the AI Community 🚀

Hey there! I'm Bryan, and I'm on a mission to make the Model Context Protocol ecosystem more reliable, secure, and accessible for everyone.

What I'm Working On

🔧 Active MCP Ecosystem Contributions

• 60+ Pull Requests to MCP servers adding tool annotations (Policy #17 compliance)
• MCP Inspector Assessment - Enhanced testing framework with 208+ automated tests
• Production MCP Servers - Qdrant, Chroma, Ollama, and Memory system implementations
• Quality Infrastructure - Built comprehensive assessment frameworks for the MCP directory

📊 Current Focus: MCP Ecosystem Quality

I'm currently contracted at Anthropic as an Integration QA specialist, where I:

• Review and assess MCP server submissions for the directory
• Build automation infrastructure (26,000+ lines across 33 commands, 14 agents)
• Conduct security research (discovered and patched CVE-2025-53110 in 2.5 hours)
• Create developer enablement tools and documentation

🌟 Key Projects

• inspector-assessment - Production-grade MCP testing suite (665 tests, 100% pass rate)
• mcp-server-qdrant-enhanced - 10x performance improvements with GPU acceleration
• memory-system-mcp - Enhanced knowledge graph memory with Neo4j
• Multiple enhanced MCP servers - Production-ready implementations with comprehensive testing

Why Sponsor?

Your support helps me:

• ✅ Dedicate more time to open source MCP contributions beyond my contract work
• ✅ Maintain and enhance production MCP servers used by the community
• ✅ Create documentation and tutorials for MCP development best practices
• ✅ Build tools that make MCP development faster and more reliable for everyone
• ✅ Continue security research to keep the ecosystem safe

The Impact

My work has contributed to:

• 70-80% reduction in preventable MCP review delays through automated testing
• Zero false positives in security assessments through context-aware detection
• 50% faster testing through optimized progressive complexity validation
• 35+ comprehensive MCP server assessments for the directory
• Reference implementations used by developers building new MCP servers

What You Get

Sponsors get:

• 🎯 Priority support for MCP-related questions and troubleshooting
• 📚 Early access to new tools and documentation
• 💡 Architecture consultation for MCP server design (higher tiers)
• 🏆 Recognition in project READMEs and acknowledgments
• 🤝 Direct input on roadmap priorities

My Commitment

I'm transitioning from enterprise systems (13 years at PayPal/Fiserv) to full-time AI infrastructure development. Every sponsorship helps me spend more time building open source tools that benefit the entire MCP community.

Current stats:

• 🔢 79 public repositories
• ✅ 665 automated tests maintained
• 🎯 60+ community PRs for tool annotations
• 📖 42,624+ words of technical documentation
• 🔒 Active security research and CVE response

Let's build better AI infrastructure together! 🤝

Thank you for considering sponsorship. Even small contributions help me allocate more time to open source work that benefits everyone building with MCP.

Want to chat about MCP development? Reach out at [email protected] or connect on LinkedIn