The Aggregate

What is The Aggregate?

The Aggregate is a free website that ranks large language models by combining results from public benchmarks and leaderboards into one score. Each day its pipeline collects results, normalizes model names and fits an Item Response Theory model, so every model gets a rating on an Elo-like scale centered near 1500 along with a standard error. The site covers thousands of models and benchmarks, with pages for ranked models, benchmark categories such as coding, math and reasoning, agents and tools, trends, a model comparison view and a task explorer. It also publishes saturation forecasts that estimate when a benchmark stops separating the leading models, plus a daily changelog of what moved. A Subscriptions page weighs AI plans by the model work a dollar buys. Signing in with Google or GitHub saves custom rankings and gives 50 free task analyses a day. A free read-only MCP server at theaggregate.ai/mcp lets Claude Code and other clients query rankings without a key. The site has no paid plans and is built by an independent researcher.

Use cases

• Compare LLMs on one cross-benchmark ranking
• Check which benchmarks separate top models
• Pick an AI subscription by value per dollar
• Track daily leaderboard changes
• Query model rankings from an MCP client
• Save custom model rankings for a task

Who it's for

• AI researchers
• Developers
• Technical decision makers
• Analysts

Why use The Aggregate

• One rating replaces checking many separate leaderboards that each tell part of the story.
• Standard errors on each rating show how much to trust small gaps between models.
• Every score links back to its upstream leaderboard or report, so you can verify the source.
• The MCP server lets you ask your coding assistant about model rankings with no key or sign-up.
• It is free to read, with a free sign-in for saved views.

The Aggregate features

• Daily ranking of models fused from public benchmarks
• IRT-based Aggregate Rating with standard errors
• Benchmark pages grouped by category and source
• Head-to-head model comparison with a significance check
• Saturation forecasts for individual benchmarks
• Daily changelog of leaderboard movements
• Subscriptions page ranking AI plans by value per dollar
• Task Explorer with 50 free task analyses a day when signed in
• Saved custom aggregate views
• Free read-only MCP server with eight lookup tools

The Aggregate integrations

• Claude Code
• Claude
• Cursor
• ChatGPT
• MCP

How to get started with The Aggregate

1. Open the site and browse the ranked models table or search for a specific model.
2. Use Compare to check two models head to head and see whether the rating gap is significant.
3. Browse benchmarks by category to see which tests feed the ranking and where they saturate.
4. Sign in with Google or GitHub to save custom rankings and run free task analyses.
5. Optionally add the MCP endpoint to your client to query rankings directly.

The Aggregate limitations

• Saturation dates are model projections, not validated deadlines
• Rating points are not calibrated chess win odds
• The MCP endpoint is rate-limited per IP and returns bounded lookups
• It is a comparison site, not an AI assistant, and the /pricing page returns a 404

The Aggregate pricing

The Aggregate is free to use.

Prices can change and may vary by country or exclude tax. Check the official pricing page.

The Aggregate alternatives

The main The Aggregate alternatives listed on Debuly are BenchGecko, Tapetide MCP, ArtificialWatch, Chart Library, Consensus and Not Human Search. The table compares pricing and platforms; order is A–Z.

1. 

   ArtificialWatch

   Alerts by email, push, SMS or phone call when a new AI model goes live on a provider's API, with a free plan.

   Research and searchAutomation and agents
   FreemiumVisit ArtificialWatch (official site)
2. 

   BenchGecko

   Free dashboard and API tracking AI model prices, benchmark scores, provider health and new releases across 1,269 models.

   Research and searchDeveloper platforms
   FreeVisit BenchGecko (official site)
3. 

   Chart Library

   Lookup tool and MCP/API service that finds historical analogs for a stock's recent chart and shows what followed.

   Research and searchDeveloper platformsAutomation and agents
   FreeVisit Chart Library (official site)
4. 

   Consensus

   AI search engine for research that answers questions from peer-reviewed papers, with every claim linked back to its source.

   Research and search
   FreemiumVisit Consensus (official site)
5. 

   Not Human Search

   Search engine for AI agents that ranks sites by agent-readiness and scores any site from 0 to 100 on seven machine-readable signals.

   Research and searchDeveloper platformsMarketing and SEO
   FreemiumVisit Not Human Search (official site)
6. 

   Tapetide MCP

   MCP server that gives Claude, ChatGPT and Cursor 55 tools for NSE and BSE quotes, financials, screening and option chains.

   Research and searchDeveloper platformsAutomation and agents
   FreemiumVisit Tapetide MCP (official site)

The Aggregate FAQ

Sources & verification

Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.

Image credits

• Logo: from theaggregate.ai · fetched 24 Oct 2026 · Vendor trademark, used only to identify the product; removed on request
• Cover: none collected yet, so a generated tile is shown.

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