Black-Box Agent Testing Platform for MCP Protocol

The Challenge

Developers building MCP servers had no standardized way to test unknown servers, verify protocol compliance, or benchmark agent performance across providers — slowing adoption of the emerging standard.

The Solution

Black-box MCP explorer and competition gauntlet runner built for NVIDIA GTC. Auto-discovers server capabilities, runs standardized compliance test suites, and scores agents in real-time competitions. Optional ZeroDB persistence for cross-run analysis.

Technology Stack