MCP Infrastructure Engineer | AI Tooling Specialist
Systematic campaign to improve MCP ecosystem safety by adding tool annotations across 46 open source projects.
| Metric | Value |
|---|---|
| PRs Merged | 46 external repositories |
| Combined Reach | 192,000+ stars |
| Tools Annotated | 1,900+ |
| 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 (25.6k ⭐) | #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 | 40,677 ⭐ | #1282 |
| eyaltoledano/claude-task-master | 24,540 ⭐ | #1543 |
| jlowin/fastmcp | 21,621 ⭐ | #2777 |
| oraios/serena | 17,990 ⭐ | #862 |
| xpzouying/xiaohongshu-mcp | 7,777 ⭐ | #347 |
| u14app/deep-research | 4,288 ⭐ | #149 |
| sooperset/mcp-atlassian | 3,878 ⭐ | #789 |
| antvis/mcp-server-chart | 3,427 ⭐ | #249 |
| 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