MCP Infrastructure Engineer | AI Tooling Specialist
Systematic campaign to improve MCP ecosystem safety by adding tool annotations across 35 open source projects.
| Metric | Value |
|---|---|
| PRs Merged | 35 external repositories |
| Combined Reach | 134,700+ stars |
| Tools Annotated | 2,100+ |
| Impact | Safer LLM tool execution across the ecosystem |
Tool annotations (readOnlyHint, destructiveHint) help LLMs distinguish safe operations from destructive ones, enabling auto-approval for queries while prompting confirmation for writes.
| Organization | Repository | PR |
|---|---|---|
| GitHub | github-mcp-server (25k ⭐) | #1665 |
| Azure | mcp-kubernetes | #98 |
| Azure | aks-mcp | #279 |
| IBM | mcp-context-forge (3k ⭐) | #1779 |
| Notion | notion-mcp-server (3.6k ⭐) | #169 |
| Razorpay | razorpay-mcp-server | #73 |
| Repository | Stars | PR |
|---|---|---|
| upstash/context7 | 40,492 ⭐ | #1282 |
| jlowin/fastmcp | 21,525 ⭐ | #2777 |
| xpzouying/xiaohongshu-mcp | 7,700 ⭐ | #347 |
| u14app/deep-research | 4,279 ⭐ | #149 |
| sooperset/mcp-atlassian | 3,870 ⭐ | #789 |
| antvis/mcp-server-chart | 3,378 ⭐ | #249 |
| cameroncooke/XcodeBuildMCP | 3,175 ⭐ | #152 |
| haris-musa/excel-mcp-server | 3,029 ⭐ | #110 |
| 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