bots.st/the-aggregate-llm-benchmark-aggregate
The Aggregate — LLM benchmark aggregate
Find LLM benchmark rankings and model comparisons
1957 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 8
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://theaggregate.ai/mcp
What it can do
| Tool | What it says it does |
|---|---|
about_the_aggregate | What this data is: how the IRT fusion works, current coverage counts, update cadence, and how to cite it. |
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. |
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. |
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… |
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). |
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. |
search_benchmarks | Find benchmarks in the aggregate by (partial) name. Returns model coverage, difficulty on the rating scale, and the benchmark page URL. |
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. |
In its maker's words
LLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.
- Website
- theaggregate.ai/mcp
- Publisher
- theaggregate.ai
- Listed from
- the official MCP Registry as
ai.theaggregate/the-aggregate - Version
- 1.0.2, updated 9 Oct 2026
- Kinds of work
- Search and research, AI models and agent tools, Writing and translation
The domain it lives on
- theaggregate.ai
- registered 22 Jul 2026 (4 months ago), at Cloudflare, Inc, its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 1957 ms | |
| Answered | 2630 ms | |
| Answered | 1053 ms |
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