leaderboard_get_beyondarena_leaderboard – 1 MCP server offers this tool
What it usually takes
features– in 1 of 1kind– in 1 of 1size– in 1 of 1split– in 1 of 1tasks– in 1 of 1
No server marks it as only reading: treat it as able to change data.
From each publisher's own tool list. We never call a tool.
Servers
| Server | Inputs | Read-only? |
|---|---|---|
TabArena co.huggingface.tabarena/leaderboard Ranked results for BeyondArena, the companion benchmark that measures the same tabular models (TabPFN, LightGBM, CatBoost, AutoGluon and the rest) where the IID assumption does not hold: random, temporal and grouped splits, sliced by dataset size, feature type and task type, in any combination. Use it whenever the question involves distribution shift, time-ordered rows, leakage-prone grouped splits, or how well a tabular model generalizes beyond a random train/test split. Takes the same kind='models' | 'systems' | 'all' distinction as the TabArena endpoint. | features,kind,size,split,tasks | Not stated |