MCP server

AimRank Official

io.aimrank/aimrank

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

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

Website

At a glance

Type

MCP server

Publisher

aimrank.io (verified by the MCP Registry)

Status

Working at last check

Tools

21

Token cost

About 4,101 tokens per request

Sets up in

Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok

Last checked

26 Oct 2026, 08:29 UTC

Connect it to your agent

Add to CursorAdd to VS CodeVS Code Insiders

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

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

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.aimrank]
url = "https://app.aimrank.io/mcp/public"

Gemini CLI

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

Cursor

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

VS Code

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

Antigravity

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

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"aimrank","server_url":"https://app.aimrank.io/mcp/public","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"aimrank","server_url":"https://app.aimrank.io/mcp/public"}

Tools

• aimrank_create_share_card ~243 tokens
  Return share-ready URLs + embed snippets for a ranking. Formats: "all" (default — everything), "twitter", "linkedin", "embed_leaderboard", "embed_vote", "badge_markdown", "qr_code", "data_card". Pass these to a human to paste into a tweet, blog, Notion page, or Slack message. The OG image renders a
• aimrank_discover_public_rankings ~281 tokens
  Browse public rankings — agent equivalent of surfing aimrank.io. Filters: category, media_type ("text" | "image" | "audio" | "video"), sort ("trending" | "recent" | "most_votes" | "random"), limit 1-50. Each result embeds share assets so the agent can hand any ranking back to the user as a clickabl
• aimrank_explain ~228 tokens
  iCOMPLY contract: explain a prediction in features + narrative. Returns the Glicko-2 μ/φ inputs for both entities + a deterministic narrative. No LLM-synthesised rationale — these are the actual numbers the math uses, which is exactly what an Annex IV auditor needs to trace. api_key is optional on
• aimrank_find_similar_domains ~330 tokens
  Find public domains most similar to a query or a known domain. Use ``query`` for free-text search ("pharma evaluation") OR ``domain_id`` to find domains similar to one you already know. Exactly one must be provided. TF-IDF + cosine similarity over name + description + category + declared constitut
• aimrank_get_agreement ~208 tokens
  Inter-annotator agreement — Layer 5. Returns Cohen's κ (n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π + Landis-Koch interpretation, plus the multi-rater coverage report. `min_raters` overrides the ranking's configured min_raters_per_pair. api_key is optional on the public endpoint; on /mcp/m
• aimrank_get_ceiling ~186 tokens
  Pairwise-κ ceiling from qualification attempts. The upper bound any judge / RM can credibly hit on this domain — used to pin the L3 pilot refund clause (refund if κ < ceiling - 5pp). api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_get_crowd_bt ~226 tokens
  CrowdBT — joint fit of entity scores + per-annotator reliability η. Surfaces noisy / anti-correlated raters explicitly. Methodology audit, not a live engine. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_get_daily_pair ~164 tokens
  Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC. Pairs with the `vote_of_the_day` agent template. Returns the challenge + a fresh matchup. If the cron hasn't run yet, falls back via ok=False so the agent can use `aimrank_get_matchup` instead. api_key is optional on the public e
• aimrank_get_data_card ~193 tokens
  Auto data card — Layer 7. Provenance + IAA + coverage + per-annotator quality + transitivity + qualification stats in one synthesized markdown audit artefact. Format: 'markdown' (default) or 'json' for structured summary. api_key is optional on the public endpoint; on /mcp/mcp a missing key is ref
• aimrank_get_domain ~125 tokens
  Get domain details including entity pool and competition list. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_get_leaderboard ~142 tokens
  Get the top N entities of a ranking sorted by rating. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_get_matchup ~169 tokens
  Get the next pair of entities to evaluate. Strategies: adaptive (default), swiss, balanced, random, uncertainty, explore, information_gain. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_get_plackett_luce ~280 tokens
  Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY. Reported post-hoc; it NEVER writes ratings, and setting it as a ranking's algorithm returns 400. AimRank has 6 rating engines plus 2 offline aggregators (this and CrowdBT) — never describe it as an 8th rating algorithm. Generalises B
• aimrank_get_ranking ~126 tokens
  Fetch a ranking's metadata + top 25 entities sorted by rating. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_healthcheck ~54 tokens
  iCOMPLY contract: liveness + DB-connectivity probe.
• aimrank_list_competitions ~128 tokens
  List all competitions (open voting + brackets) in a domain. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_list_domain_entities ~128 tokens
  List all entities in a domain's pool sorted by rating. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
• aimrank_list_public_judges ~284 tokens
  Browse public judge-prompt artifacts shared by other users. Filter by ``category`` (free-text), ``domain_id``, or both. Sort options: ``fork_count`` (default — most-forked first), ``recent``, ``faithfulness``. Returns artifact summaries WITHOUT the full prompt text — call `aimrank_fork_judge_promp
• aimrank_predict ~221 tokens
  iCOMPLY contract: pairwise prediction with provenance fields. Returns the engine's predicted winner + probability shaped so iCOMPLY's Annex IV section-4 generator can ingest the response directly. See [iCOMPLY_INTEGRATION_STRATEGY.md] for the contract. api_key is optional on the public endpoint; o
• aimrank_predict_matchup_winner ~230 tokens
  Predict the winner of a matchup BEFORE a vote is cast. Uses Glicko-2 win probability under the same formula matchmaking uses internally. Pairs with aimrank_submit_vote for the "Claude predicts, you vote, we compare" demo. Does not record a vote — read-only. api_key is optional on the public endpoi
• aimrank_search_entities ~155 tokens
  Find entities by name substring within a ranking. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.

Browse

• Claude tools
• Notion tools
• Converting to Markdown
• Team chat
• Social media
• Notes and wikis

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