I graded 36 popular MCP servers on agent usability. A third got a D or F
mcpgradeMCPModel Context ProtocolAI agentsserver evaluationusabilityreliability
Author: tengbyte
Date: 7/22/2026
Article Summary:
The author introduces mcpgrade, a tool for evaluating the quality of MCP (Model Context Protocol) servers, which are used by AI agents to interact with models. The tool checks for compliance with the MCP spec, but also evaluates usability and provides actionable feedback to improve the server's reliability.