MLAgentBench — leaderboard

MLAgentBench: Evaluates autonomous agent performance on multi-step tasks requiring planning, state tracking, tool use, and recovery.

Source: github.com.

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