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The Aggregate

Unified LLM rankings, daily

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MCPMark-Verified — leaderboard

Moonshot AI reported human-verified edition of MCPMark for MCP tool-use tasks across Notion, GitHub, filesystem, Postgres, and Playwright environments.

Source: huggingface.co.

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

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.