Harbor Adapters - MedAgentBench (Terminus-2): leaderboard

MedAgentBench, clinical tasks that require reading and writing patient data through a FHIR API, here 100 of its 300: the percentage of tasks passed by the official grader, higher is better. Each model runs in Terminus-2, the Harbor framework's bash-only terminal agent with no native web or image tools, at its provider's default settings, so results can differ from the same model in its vendor's own agent; the score is the mean of three trials (Harbor Adapters large-scale evaluation; Shi, Lin et al., 2026).

Metric: Success rate (%; 100 tasks, mean of 3 trials). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)63.7#91
2Claude Opus 4.659.7#100
3Gemini 3 Flash (Preview)50.7#141
4Claude Sonnet 4.649.7#158
5Claude Haiku 4.546.7#568
6GPT-5 Mini35#349
7GPT-5.4 (Medium)34#121 (GPT-5.4)
8GPT-5 Nano8#888

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=harbor-adapters-medagentbench-terminus-2 · How It Works · Data refreshed daily, snapshot 2026-11-12.