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The Aggregate — LLM benchmark aggregate

connects

theaggregate.ai

Fused LLM rankings: one IRT/Elo scale across ~5,000 public benchmark leaderboards, updated daily.

https://theaggregate.ai/mcpWebsiteNo authMCP 2025-06-18v1.0.1last checked 8 Oct 2026spoke MCP on 100% of 90 checks (30 days)initialize in 1933 ms

Will my client connect?

Decided from what the probe found at the endpoint, and from what each client's own documentation says it can complete. Every row carries the day that documentation was read.

✓Claude CodeConnects

The endpoint answers an anonymous handshake, so no credential is needed.

claude mcp add --transport http the-aggregate-llm-benchmark-aggregate https://theaggregate.ai/mcp

Claude Code docs · read on 2026-08-30

✓Claude (claude.ai & Desktop)Connects

The endpoint answers an anonymous handshake, so no credential is needed.

Settings → Connectors → Add custom connector, then paste https://theaggregate.ai/mcp.

Claude (claude.ai & Desktop) docs · read on 2026-08-30

✓ChatGPTConnects

The endpoint answers an anonymous handshake, so no credential is needed.

Settings → Apps → Advanced settings → Developer mode, then create a connector pointing at https://theaggregate.ai/mcp.

ChatGPT docs · read on 2026-08-30

✓CursorConnects

The endpoint answers an anonymous handshake, so no credential is needed.

{
  "mcpServers": {
    "the-aggregate-llm-benchmark-aggregate": {
      "url": "https://theaggregate.ai/mcp"
    }
  }
}

Cursor docs · read on 2026-08-30

✓VS Code (Copilot)Connects

The endpoint answers an anonymous handshake, so no credential is needed.

{
  "servers": {
    "the-aggregate-llm-benchmark-aggregate": {
      "type": "http",
      "url": "https://theaggregate.ai/mcp"
    }
  }
}

VS Code (Copilot) docs · read on 2026-08-30

How to authenticate

Checked against the endpoint by our probe on 8 Oct 2026. These are the capabilities the server advertises, not a prediction about any particular client.

Scheme	No auth
Protected-resource metadata	✕Not found Without it a client has to guess where the authorization server lives.
Anonymous access	Handshake succeeds; 8 tools listable

Tools

about_the_aggregatecompare_modelsget_benchmarkget_leaderboardget_modelget_prediction_duelsearch_benchmarkssearch_models

Contract history

12 Sep 2026v1.0.11 cosmeticinstructions rewritten

Instructions rewritten: get_leaderboard. The description an agent follows changed; the callable contract may not have.

7 Sep 2026v1.0.11 cosmeticinstructions rewritten

Instructions rewritten: get_leaderboard. The description an agent follows changed; the callable contract may not have.

24 Aug 2026v1.0.1first recorded contract

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Status badge

Status for a README, from the last probe — cached an hour, so up to seven hours behind the endpoint. Links back to this page.

[![MCP status](https://mcpi.app/servers/the-aggregate-llm-benchmark-aggregate/badge.svg)](https://mcpi.app/servers/the-aggregate-llm-benchmark-aggregate)