Simulation (4 programs)

Pros: Side-by-side output comparison for direct model evaluation. Blind testing and standardized voting to reduce bias. MCP-native integration for host compatibility. Local benchmarking keeps evaluation data within your environment.

Cons: Requires an MCP host such as Claude Desktop or similar. Node.js and TypeScript build step plus npm setup required. Best suited to developers and researchers, not casual users.