A comprehensive framework and benchmark for developing, testing, and evaluating AI agents and LLMs through direct interaction with real-world Model Context Protocol (MCP) servers, rather than relying on simulations, covering domains like financial analysis and browser automation.
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Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.