Fused LLM rankings: one IRT/Elo scale across ~5,000 public benchmark leaderboards, updated daily.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β or use 1-click editor setup below.
π‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Inspect callable tools, capabilities, and parameters exposed to AI agents by The Aggregate β LLM benchmark aggregate.
get_leaderboardTop of the cross-benchmark aggregate ranking: every model placed on one Elo scale by an IRT model fit over ~6,300 public benchmark leaderboards. One row per model by default, fused across reasoning-effort settings. Supports paging via limit/offset.
search_modelsFind 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.
get_modelOne 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).
compare_modelsHead-to-head between 2-4 models: aggregate ranks, Elo gap with a significance note based on the standard errors, and notable benchmarks they share.
search_benchmarksFind benchmarks in the aggregate by (partial) name. Returns model coverage, difficulty on the Elo scale, and the benchmark page URL.
get_benchmarkOne 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.
The Aggregate β LLM benchmark aggregate is a π» Developer Tools MCP server listed on AllMCPs. Fused LLM rankings: one IRT/Elo scale across ~5,000 public benchmark leaderboards, updated daily.
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