The Aggregate — LLM benchmark aggregate
LLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.
| Endpoint | https://theaggregate.ai/mcp (streamable-http) |
|---|---|
| Registry version | 1.0.2 |
| Now | 8 tools · grade B (83) · pin ts_84cf37f9c2c925f70671d1f9a0f95cee · protocol 2025-06-18 |
| First / last listed | 2026-11-07 02:10 UTC / 2026-11-07 02:10 UTC |
| Grade over time | 2026-11-07: B (83), 8 tools |
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Tools: get_leaderboard search_models get_model compare_models search_benchmarks get_benchmark get_prediction_duel about_the_aggregate
get_leaderboard | Top of the cross-benchmark aggregate ranking: every model placed on one rating scale by an IRT model fit over public benchmark leaderboards (call about_the_aggregate for the current coverage counts). One row per model by default, fused across reasoning-effort settings. Supports paging via limit/offset. params: limit, offset, include_variants |
search_models | Find ranked models by (partial) name or provider. Returns rank, Aggregate Rating and the model page URL. One row per model by default, fused across reasoning-effort settings. params: query*, limit, include_variants |
get_model | One model in depth: aggregate rank, Aggregate Rating with standard error, provider, what it is, cost per task where known, and its most notable benchmark results (with percentiles). params: model* |
compare_models | Head-to-head between 2-4 models: aggregate ranks, rating gap with a significance note based on the standard errors, and notable benchmarks they share. params: models* |
search_benchmarks | Find benchmarks in the aggregate by (partial) name. Returns model coverage, difficulty on the rating scale, and the benchmark page URL. params: query*, limit |
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. params: benchmark*, top |
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. params: none |
about_the_aggregate | What this data is: how the IRT fusion works, current coverage counts, update cadence, and how to cite it. params: none |
Entries describe changes in tool definitions. They are not statements about a server, its quality or its author. The grade measures how the tool definitions fit model providers (token cost, schema compatibility, confusable names) as scored by the ToolFit engine at the time of the listing. JSON: append .json. Opt-out: how or hello@youraitools.co.