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triepod-ai/README.md

👋 Hi, I'm Bryan Thompson

MCP Infrastructure Engineer @ Anthropic | Enterprise Systems → AI Development

Building quality tooling and contributing to the Model Context Protocol ecosystem.

🎯 Open Source Contributions

Quick Stats (Verified Dec 2025)

Metric Count
Pull Requests Merged 60+ ✅
Pull Requests Submitted 63+
Repositories Improved 12+
Focus Area MCP Tool Annotations
Merge Rate 95%+

Verification Links

🛠️ MCP Tool Annotation Initiative

Mission: Improving LLM tool understanding and safety across the MCP ecosystem through systematic addition of tool annotations (readOnlyHint, destructiveHint, title).

Impact: Enhanced safety and clarity for 78+ tools across 12+ MCP servers used by thousands of developers.

Featured Contributions

Repository PR Status Description
github-mcp-server #1665 ✅ Merged DestructiveHint for delete operations
telegram-mcp #40 ✅ Merged Title annotations for 78 tools
slack-mcp-server #144 ✅ Merged Complete tool annotation coverage
excel-mcp-server #110 ✅ Merged LLM tool understanding improvements
k8m #391 ✅ Merged Kubernetes MCP annotations

View all contributions →

🚀 Featured Projects

MCP Infrastructure

Developer Tools

  • agentgen - Management system for 100+ Claude Code agents
  • mcp-dashboard - Comprehensive MCP server monitoring interface

💡 Contribution Philosophy

My approach to open source contributions:

✅ Strategic Impact - Focus on ecosystem-wide improvements that benefit many developers ✅ Quality Over Quantity - Well-tested, documented PRs with 95%+ merge rate ✅ Community Alignment - Contributions that support platform policies and best practices ✅ Systematic Approach - Identifying patterns and solving problems at scale

📊 GitHub Stats

Bryan's GitHub stats

🤝 Connect & Collaborate

🎓 Background

13 years enterprise systems engineering (PayPal, Fiserv) → AI infrastructure development

Bringing production reliability discipline to cutting-edge AI tooling.

Building reliable AI infrastructure for the community 🚀

Stats auto-verifiable via GitHub search links above

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  1. mcp-server-qdrant-enhanced mcp-server-qdrant-enhanced Public

    Enhanced Qdrant MCP Server is a production-ready fork of the original that transforms the basic MCP server into an enterprise-grade solution with GPU acceleration, multi-vector support, and automat…

    Python 1

  2. smartmatch-resume-advisor smartmatch-resume-advisor Public

    AI-powered resume analyzer using LangChain and OpenAI for intelligent job alignment scoring

    Python 1

  3. agentgen agentgen Public

    AgentGen is a management and deployment system for Claude Code AI agents. It provides a centralized repository of 100+ specialized agents organized into strategic team profiles, with tools for inst…

    Python

  4. mcp-dashboard mcp-dashboard Public

    The MCP Dashboard is a comprehensive management and monitoring interface for multiple Model Context Protocol (MCP) servers. Built on the foundation of MCP Inspector, it provides enhanced capabiliti…

    TypeScript

  5. memory-system-mcp memory-system-mcp Public

    This fork extends the original memory-mcp with production-ready enhancements focused on developer experience, observability, and protocol compliance. Knowledge graph memory system with Neo4j/file s…

    JavaScript 1

  6. inspector-assessment inspector-assessment Public

    This is an enhanced fork of Anthropic's MCP Inspector with significantly expanded assessment capabilities for MCP server validation and testing. MCP Inspector with Assessment Module - Enhanced secu…

    TypeScript