AimRank

Name: AimRank
Author: io.aimrank

MCP serverMCP

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

by io.aimrankhomepage ↗v4.12.0

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Evidence

Everything here was measured by our prober or read from a registry. Nothing is self-reported.

30-day availability109/109 checks ok

when	check	result	http	latency	detail
4 h ago	mcp initialize	ok	200	28 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
11 h ago	mcp initialize	ok	200	27 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
17 h ago	mcp initialize	ok	200	20 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
24 h ago	mcp initialize	ok	200	29 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
31 h ago	mcp initialize	ok	200	19 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
2 d ago	mcp initialize	ok	200	20 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
2 d ago	mcp initialize	ok	200	28 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
2 d ago	mcp initialize	ok	200	28 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
2 d ago	mcp initialize	ok	200	47 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools
3 d ago	mcp initialize	ok	200	29 ms	server aimrank-public 4.12.0 · protocol 2025-06-18 · 21 tools

Tools observed via MCP handshake

aimrank_get_daily_pair — 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.
aimrank_get_ranking — 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_get_leaderboard — 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 — Get the next pair of entities to evaluate. Strategies: adaptive (default), swiss, balanced, random, uncertainty, explore, information_gain. api_key is optiona
aimrank_search_entities — Find entities by name substring within a ranking. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
aimrank_create_share_card — Return share-ready URLs + embed snippets for a ranking. Formats: "all" (default — everything), "twitter", "linkedin", "embed_leaderboard", "embed_vote", "badge
aimrank_predict_matchup_winner — 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_sub
aimrank_discover_public_rankings — Browse public rankings — agent equivalent of surfing aimrank.io. Filters: category, media_type ("text" | "image" | "audio" | "video"), sort ("trending" | "rece
aimrank_list_domain_entities — 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_get_domain — 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_list_competitions — 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_get_data_card — Auto data card — Layer 7. Provenance + IAA + coverage + per-annotator quality + transitivity + qualification stats in one synthesized markdown audit artefact.
aimrank_get_agreement — 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 c
aimrank_get_ceiling — 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
aimrank_get_plackett_luce — Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY. Reported post-hoc; it NEVER writes ratings, and setting it as a ranking's algorithm returns 40
aimrank_get_crowd_bt — CrowdBT — joint fit of entity scores + per-annotator reliability η. Surfaces noisy / anti-correlated raters explicitly. Methodology audit, not a live engine. a
aimrank_list_public_judges — Browse public judge-prompt artifacts shared by other users. Filter by ``category`` (free-text), ``domain_id``, or both. Sort options: ``fork_count`` (default —
aimrank_find_similar_domains — 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 simila
aimrank_predict — iCOMPLY contract: pairwise prediction with provenance fields. Returns the engine's predicted winner + probability shaped so iCOMPLY's Annex IV section-4 genera
aimrank_explain — iCOMPLY contract: explain a prediction in features + narrative. Returns the Glicko-2 μ/φ inputs for both entities + a deterministic narrative. No LLM-synthesis
aimrank_healthcheck — iCOMPLY contract: liveness + DB-connectivity probe.

Provenance

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Official MCP Registryio.aimrank/aimrank

first seen 1 mo ago · fetched 11 h agoopen ↗

Field history (6 recent events)

1 mo ago · declared · summary → "Read public pairwise-preference rankings and their statistical quality evidence. No API key."
1 mo ago · declared · description → "Read public pairwise-preference rankings and their statistical quality evidence. No API key."
1 mo ago · declared · publisherName → "io.aimrank"
1 mo ago · declared · homepageUrl → "https://app.aimrank.io/help"
1 mo ago · declared · version → "4.12.0"
1 mo ago · declared · protocols → ["mcp"]

AimRank

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