MCP-Bench — leaderboard

Benchmark for evaluating LLM agents on complex real-world tool-use tasks through MCP servers, covering schema understanding, LLM-judged task completion, tool usage, and planning effectiveness.

Source: github.com.

Interactive version: theaggregate.ai/benchmark?slug=mcp-bench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.