The Aggregate
Every public LLM benchmark we can scrape, folded into one daily ranking with uncertainty, plus a saturation forecast per benchmark and a changelog of what moved.
https://theaggregate.aiOpens ChatGPT on the web or desktop and asks it to use the WebMCP tools available here.
Connect straight to this server’s public endpoint.
https://theaggregate.ai/mcpWe add this server to your workspace, then open Studio — saved access, one connection to many servers, with a history of what ran.
Last probed Sep 18, 2026 · theaggregate.ai
8tools discovered
Aggregate leaderboard
Top of the cross-benchmark aggregate ranking: every model placed on one Elo scale by an IRT model fit over public bench…
Search models
Find ranked models by (partial) name or provider.
Model profile
One model in depth: aggregate rank, Elo with standard error, provider, what it is, cost per task where known, and its m…
Compare models
Head-to-head between 2-4 models: aggregate ranks, Elo gap with a significance note based on the standard errors, and no…
Search benchmarks
Find benchmarks in the aggregate by (partial) name.
Benchmark detail
One benchmark in depth: what it measures, the original source leaderboard URL, IRT stats (difficulty, noise, model cove…
Prediction duel standings
Guesswork — the public prediction duel: every day frontier LLMs and The Aggregate's own IRT model predict newly scraped…
About The Aggregate
What this data is: how the IRT fusion works, current coverage counts, update cadence, and how to cite it.
Get your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsEvery public LLM benchmark we can scrape, folded into one daily ranking with uncertainty, plus a saturation forecast per benchmark and a changelog of what moved.
Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.
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Other MCP servers in this category from the directory index
MCPBundles probed 8 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.
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MCPBundles is an independent platform built on the open Model Context Protocol standard. Not affiliated with Anthropic PBC or Claude.
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