MCP Infrastructure Engineer | AI Tooling Specialist
Systematic campaign to improve MCP ecosystem safety through tool annotations.
| Metric | Value |
|---|---|
| MCP Servers Touched | 150 🎯 |
| PRs Created | 115+ |
| Merged | 29 total (20 external) |
| Tools Annotated | 1,900+ |
| Annotations | readOnlyHint, destructiveHint, idempotentHint, openWorldHint, title |
Why it matters: Tool annotations help LLMs make safer, more informed decisions about tool usage. Read-only tools can be auto-approved, destructive tools trigger confirmation prompts.
View Merged PRs | View All PRs
| Repository | Tools | Status |
|---|---|---|
| hexstrike-ai | 151 | Open |
| klavis | 121 | Open |
| telegram-mcp | 78 | Merged |
| awslabs/mcp | 72 | Open |
| brightdata-mcp | 63 | Open |
| kom | 60 | Merged |
| mcp-server-chart | 26 | Merged |
| elevenlabs-mcp | 24 | Open |
| notion-mcp-server | 19 | Merged |
| Repository | Stars | PR |
|---|---|---|
| github/github-mcp-server | 25,477 ⭐ | #1665 |
| xpzouying/xiaohongshu-mcp | 7,700 ⭐ | #347 |
| makenotion/notion-mcp-server | 3,632 ⭐ | #169 |
| antvis/mcp-server-chart | 3,378 ⭐ | #249 |
| cameroncooke/XcodeBuildMCP | 3,175 ⭐ | #152 |
| haris-musa/excel-mcp-server | 3,029 ⭐ | #110 |
github-mcp-server notion-mcp-server excel-mcp-server slack-mcp-server kom k8m telegram-mcp youtube-transcript intlayer tfmcp 1mcp-app/agent beelzebub xiaohongshu-mcp mcp-server-chart shadcn-ui-mcp-server jupyter-mcp-server mcpproxy-go XcodeBuildMCP toolhive mcp-server-kubernetes
| Project | Description |
|---|---|
| inspector-assessment | MCP testing framework with 208+ automated tests |
| mcp-server-qdrant-enhanced | Enterprise-grade Qdrant MCP server |
| memory-system-mcp | Neo4j knowledge graph memory system |
| agentgen | Claude Code agent management (100+ agents) |
13 years enterprise systems engineering (PayPal, Fiserv) → AI infrastructure development
Focus Areas: MCP protocol, tool annotations, testing automation, AI safety infrastructure