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io.aimrank/aimrank
serveur MCP (Model Context Protocol) · aimrank-public 4.12.0
Référencé dans l'annuaire. Seul le pentest comportemental fait foi, et il n'a pas encore été exécuté sur ce serveur.
Est-ce que io.aimrank/aimrank est sûr ?
Au dernier audit MCP Hub, le serveur MCP « io.aimrank/aimrank » est classé « Non encore testé ». Référencé dans l'annuaire. Seul le pentest comportemental fait foi, et il n'a pas encore été exécuté sur ce serveur. Le verdict est réévalué en continu ; consultez la fiche pour l'état à jour.
Méthode : MCP Hub analyse la description de chaque outil (couche 1) et, pour le verdict fort, exécute le serveur dans une micro-VM isolée avec leurres et réseau bloqué (couche 2). On publie des noms et des compteurs, jamais le contenu brut renvoyé par un outil.
Les 21 outils
- aimrank_create_share_card≈ 289 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 automatically when the public_url is unfurled by Twitter / LinkedIn / Slack. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (3)
Paramètresformat· string · optionnelapi_key· ? · optionnelranking_id· string · requis
Exemple d'appel{"name": "aimrank_create_share_card", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_discover_public_rankings≈ 330 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 clickable link without a follow-up call. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (5)
Paramètressort· string · optionnellimit· integer · optionnelapi_key· ? · optionnelcategory· ? · optionnelmedia_type· ? · optionnel
Exemple d'appel{"name": "aimrank_discover_public_rankings", "arguments": {"sort": "texte", "limit": 1, "api_key": "texte", "category": "texte", "media_type": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_explain≈ 277 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 the public endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (4)
Paramètresapi_key· ? · optionnelranking_id· string · requisentity_a_id· string · requisentity_b_id· string · requis
Exemple d'appel{"name": "aimrank_explain", "arguments": {"ranking_id": "texte", "entity_a_id": "texte", "entity_b_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_find_similar_domains≈ 372 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 constitution + objectives text. Cheap (no embedding API calls), 5-minute in-process cache. Only public domains are searched / returned. Score in [0, 1] — typical "useful match" threshold is ≥0.15; "near duplicate" is ≥0.5. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (5)
Paramètreslimit· integer · optionnelquery· ? · optionnelapi_key· ? · optionneldomain_id· ? · optionnelmin_score· number · optionnel
Exemple d'appel{"name": "aimrank_find_similar_domains", "arguments": {"limit": 1, "query": "texte", "api_key": "texte", "domain_id": "texte", "min_score": 1}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_agreement≈ 259 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/mcp a missing key is refused.
Paramètres, retour & exemple (3)
Paramètresapi_key· ? · optionnelmin_raters· ? · optionnelranking_id· string · requis
Exemple d'appel{"name": "aimrank_get_agreement", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_ceiling≈ 238 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.
Paramètres, retour & exemple (3)
Paramètresapi_key· ? · optionnelranking_id· string · requismin_overlapping_items· integer · optionnel
Exemple d'appel{"name": "aimrank_get_ceiling", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_crowd_bt≈ 277 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.
Paramètres, retour & exemple (5)
Paramètresapi_key· ? · optionnelranking_id· string · requismax_iterations· integer · optionnelmin_votes_per_entity· integer · optionnelmin_votes_per_annotator· integer · optionnel
Exemple d'appel{"name": "aimrank_get_crowd_bt", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_daily_pair≈ 216 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 endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (1)
Paramètresapi_key· ? · optionnel
Exemple d'appel{"name": "aimrank_get_daily_pair", "arguments": {"api_key": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_data_card≈ 245 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 refused.
Paramètres, retour & exemple (3)
Paramètresformat· string · optionnelapi_key· ? · optionnelranking_id· string · requis
Exemple d'appel{"name": "aimrank_get_data_card", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_domain≈ 183 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.
Paramètres, retour & exemple (2)
Paramètresapi_key· ? · optionneldomain_id· string · requis
Exemple d'appel{"name": "aimrank_get_domain", "arguments": {"domain_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_leaderboard≈ 201 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.
Paramètres, retour & exemple (3)
Paramètreslimit· integer · optionnelapi_key· ? · optionnelranking_id· string · requis
Exemple d'appel{"name": "aimrank_get_leaderboard", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_matchup≈ 224 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.
Paramètres, retour & exemple (3)
Paramètresapi_key· ? · optionnelstrategy· string · optionnelranking_id· string · requis
Exemple d'appel{"name": "aimrank_get_matchup", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_plackett_luce≈ 324 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 Bradley-Terry to ranked lists. On pairwise data, collapses to BT MLE — useful as a second-opinion aggregator. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (4)
Paramètresapi_key· ? · optionnelranking_id· string · requismax_iterations· integer · optionnelmin_appearances_per_entity· integer · optionnel
Exemple d'appel{"name": "aimrank_get_plackett_luce", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_get_ranking≈ 184 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.
Paramètres, retour & exemple (2)
Paramètresapi_key· ? · optionnelranking_id· string · requis
Exemple d'appel{"name": "aimrank_get_ranking", "arguments": {"ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_healthcheck≈ 118 tokens
iCOMPLY contract: liveness + DB-connectivity probe.
Paramètres, retour & exemple (0)
Exemple d'appel{"name": "aimrank_healthcheck", "arguments": {}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_list_competitions≈ 187 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.
Paramètres, retour & exemple (2)
Paramètresapi_key· ? · optionneldomain_id· string · requis
Exemple d'appel{"name": "aimrank_list_competitions", "arguments": {"domain_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_list_domain_entities≈ 188 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.
Paramètres, retour & exemple (2)
Paramètresapi_key· ? · optionneldomain_id· string · requis
Exemple d'appel{"name": "aimrank_list_domain_entities", "arguments": {"domain_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_list_public_judges≈ 332 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_prompt` or the REST GET to retrieve the full prompt before using it. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (5)
Paramètressort· string · optionnellimit· integer · optionnelapi_key· ? · optionnelcategory· ? · optionneldomain_id· ? · optionnel
Exemple d'appel{"name": "aimrank_list_public_judges", "arguments": {"sort": "texte", "limit": 1, "api_key": "texte", "category": "texte", "domain_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_predict≈ 271 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; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (4)
Paramètresapi_key· ? · optionnelranking_id· string · requisentity_a_id· string · requisentity_b_id· string · requis
Exemple d'appel{"name": "aimrank_predict", "arguments": {"ranking_id": "texte", "entity_a_id": "texte", "entity_b_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_predict_matchup_winner≈ 280 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 endpoint; on /mcp/mcp a missing key is refused.
Paramètres, retour & exemple (4)
Paramètresapi_key· ? · optionnelranking_id· string · requisentity_a_id· string · requisentity_b_id· string · requis
Exemple d'appel{"name": "aimrank_predict_matchup_winner", "arguments": {"ranking_id": "texte", "entity_a_id": "texte", "entity_b_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}} - aimrank_search_entities≈ 214 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.
Paramètres, retour & exemple (4)
Paramètreslimit· integer · optionnelquery· string · requisapi_key· ? · optionnelranking_id· string · requis
Exemple d'appel{"name": "aimrank_search_entities", "arguments": {"query": "texte", "ranking_id": "texte"}}Exemple de retour{"content": [{"type": "text", "text": "…"}], "structuredContent": {"result": {}}}
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