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A

AimRank

connects

app.aimrank.io

Read public pairwise-preference rankings and their statistical quality evidence. No API key.

https://app.aimrank.io/mcp/publicWebsiteNo authMCP 2025-11-25v4.12.0last checked 25 Oct 2026spoke MCP on 100% of 90 checks (30 days)initialize in 111 ms

Last checked 25 Oct 2026

  • ✓Answered the MCP handshake (MCP 2025-11-25)
  • ✓Auth detected: No auth
  • ✓Lists 21 tools
  • ✓No blockers or warnings
  • ✓Spoke MCP on 90 of 90 checks (30 days)

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 aimrank https://app.aimrank.io/mcp/public

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://app.aimrank.io/mcp/public.

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://app.aimrank.io/mcp/public.

ChatGPT docs · read on 2026-08-30

✓CursorConnects

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

{
  "mcpServers": {
    "aimrank": {
      "url": "https://app.aimrank.io/mcp/public"
    }
  }
}

Cursor docs · read on 2026-08-30

✓VS Code (Copilot)Connects

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

{
  "servers": {
    "aimrank": {
      "type": "http",
      "url": "https://app.aimrank.io/mcp/public"
    }
  }
}

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

How to authenticate

Checked against the endpoint by our probe on 25 Oct 2026. These are the capabilities the server advertises, not a prediction about any particular client.

Scheme
No auth
Protected-resource metadata
✓Published (RFC 9728)
Anonymous access
Handshake succeeds; 21 tools listable

What the probe found

No CORS headers for browser-based clients

A cross-origin preflight came back without Access-Control-Allow-Origin, so the endpoint is reachable from native clients only — code running in a web page is stopped by the browser before a request is ever sent.

No server card

Neither the reserved <endpoint>/server-card location nor the domain's /.well-known/ai-catalog.json describes this endpoint (SEP-2127), so a client that discovers servers by domain will not find it.

Tools

aimrank_create_share_cardaimrank_discover_public_rankingsaimrank_explainaimrank_find_similar_domainsaimrank_get_agreementaimrank_get_ceilingaimrank_get_crowd_btaimrank_get_daily_pairaimrank_get_data_cardaimrank_get_domainaimrank_get_leaderboardaimrank_get_matchupaimrank_get_plackett_luceaimrank_get_rankingaimrank_healthcheckaimrank_list_competitionsaimrank_list_domain_entitiesaimrank_list_public_judgesaimrank_predictaimrank_predict_matchup_winneraimrank_search_entities

Contract history

10 Sep 2026v4.12.01 cosmeticinstructions rewritten

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

10 Sep 2026v4.12.0first recorded contract

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Save its public contract as a baseline and manage breaking-change email alerts.

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Route it through the gateway

Put this endpoint behind one find_tools / call_tool pair with the rest of your servers. Part of Pro.

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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 badge for AimRank
[![MCP status](https://mcpi.app/servers/aimrank/badge.svg)](https://mcpi.app/servers/aimrank)