MCP Infrastructure Engineer | AI Tooling Specialist
Systematic campaign to improve MCP ecosystem safety by adding tool annotations across 59 open source projects.
| Metric | Value |
|---|---|
| PRs Merged | 59 external repositories |
| Combined Reach | 245,000+ stars |
| Tools Annotated | 1,300+ |
| 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 (25.9k ⭐) | #1665 |
| genai-toolbox (12.4k ⭐) | #2219 | |
| Azure | mcp-kubernetes | #98 |
| Azure | aks-mcp | #279 |
| IBM | mcp-context-forge (3.1k ⭐) | #1779 |
| Notion | notion-mcp-server (3.7k ⭐) | #169 |
| Razorpay | razorpay-mcp-server | #73 |
| Apify | apify-mcp-server | #380 |
| ElevenLabs | elevenlabs-mcp | #87 |
| Grafana | mcp-grafana | #446 |
| Bright Data | brightdata-mcp (1.9k ⭐) | #97 |
| Repository | Stars | PR |
|---|---|---|
| upstash/context7 | 42,055 ⭐ | #1282 |
| eyaltoledano/claude-task-master | 24,833 ⭐ | #1543 |
| jlowin/fastmcp | 21,982 ⭐ | #2777 |
| oraios/serena | 18,681 ⭐ | #862 |
| czlonkowski/n8n-mcp | 11,704 ⭐ | #512 |
| xpzouying/xiaohongshu-mcp | 8,074 ⭐ | #347 |
| Klavis-AI/klavis | 5,590 ⭐ | #850 |
| ThinkInAIXYZ/deepchat | 5,354 ⭐ | #1242 |
| kreuzberg-dev/kreuzberg | 5,344 ⭐ | #261 |
| CoplayDev/unity-mcp | 4,854 ⭐ | #480 |
| 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