ai.theaggregate/the-aggregate

Tools

• about_the_aggregate

  What this data is: how the IRT fusion works, current coverage counts, update cadence, and how to cite it.

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• compare_models

  Head-to-head between 2-4 models: aggregate ranks, Elo gap with a significance note based on the standard errors, and notable benchmarks they share.

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• get_benchmark

  One benchmark in depth: what it measures, the original source leaderboard URL, IRT stats (difficulty, noise, model coverage), skill weights, and the current top models on it.

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• get_leaderboard

  Top of the cross-benchmark aggregate ranking: every model placed on one Elo scale by an IRT model fit over ~5,000 public benchmark leaderboards. One row per model by default, fused across reasoning-effort settings. Supports paging via limit/offset.

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• get_model

  One model in depth: aggregate rank, Elo with standard error, provider, what it is, cost per task where known, and its most notable benchmark results (with percentiles).

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• get_prediction_duel

  Guesswork — the public prediction duel: every day frontier LLMs and The Aggregate's own IRT model predict newly scraped benchmark scores before seeing them, and the errors are scored. Returns the current monthly standings, wins and losses included.

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• search_benchmarks

  Find benchmarks in the aggregate by (partial) name. Returns model coverage, difficulty on the Elo scale, and the benchmark page URL.

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• search_models

  Find ranked models by (partial) name or provider. Returns rank, Elo and the model page URL. One row per model by default, fused across reasoning-effort settings.

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Embed this server’s score

Tool count and median score across every tool in this server’s corpus — honest in a way a single cherry-picked tool’s badge wouldn’t be.

[![Vouch score](https://vouch.tools/api/servers/e2fa42d4-009c-4595-b979-96433ac4eeb0/badge.svg)](https://vouch.tools/servers/e2fa42d4-009c-4595-b979-96433ac4eeb0)