AimRank MCP MCP server

The AimRank MCP server enables AI agents to programmatically interact with the AimRank ranking system. It allows users to create domains and competitions, submit pairwise votes, retrieve rankings and leaderboards, and export preference data for RLHF training. The public endpoint provides read-only access to public rankings and their statistical quality evidence without requiring an API key.

Endpoint and access

No sign-in: your client connects and lists tools immediately, with no account or key.

No sign-inEndpoint checked 2026-10-05Operated by AimRank

MCP endpoint (Streamable HTTP)

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

Vendor documentation

What you can do with it

Create domains and competitions for pairwise comparisons
Submit votes and retrieve calibrated rankings
Export preference data for RLHF/DPO training
Read public rankings and quality evidence

Tools advertised by the last live check:

aimrank_get_daily_pair
aimrank_get_ranking
aimrank_get_leaderboard
aimrank_get_matchup
aimrank_search_entities
aimrank_create_share_card
aimrank_predict_matchup_winner
aimrank_discover_public_rankings
aimrank_list_domain_entities
aimrank_get_domain
aimrank_list_competitions
aimrank_get_data_card
aimrank_get_agreement
aimrank_get_ceiling
aimrank_get_plackett_luce
aimrank_get_crowd_bt
aimrank_list_public_judges
aimrank_find_similar_domains
aimrank_predict
aimrank_explain
aimrank_healthcheck

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http aimrank-mcp https://app.aimrank.io/mcp/public

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add aimrank-mcp --url https://app.aimrank.io/mcp/public

Cursor

Merge this server into .cursor/mcp.json in your project, then enable aimrank-mcp in your MCP settings.

Cursor configuration

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

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.

Cline configuration

{
  "mcpServers": {
    "aimrank-mcp": {
      "type": "streamableHttp",
      "url": "https://app.aimrank.io/mcp/public",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start aimrank-mcp and inspect its tools.

VS Code configuration

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

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http aimrank-mcp https://app.aimrank.io/mcp/public

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

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

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

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

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