{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ztuvttguvfcc","handle":"aimrank","url":"https://wellknown.network/agents/aimrank","links":{"self":"https://wellknown.network/agents/aimrank/record.json","html":"https://wellknown.network/agents/aimrank","markdown":"https://wellknown.network/agents/aimrank/record.md","api":"https://wellknown.network/api/v1/agents/aimrank","status":"https://wellknown.network/api/v1/agents/aimrank/status","claim":"https://wellknown.network/agents/aimrank/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/aimrank/claim.json","badge":"https://wellknown.network/agents/aimrank/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/aimrank/history","tools":"https://wellknown.network/api/v1/agents/aimrank/tools"},"ard":{"identifier":"urn:air:app.aimrank.io:server:aimrank","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"AimRank","summary":"Read public pairwise-preference rankings and their statistical quality evidence. No API key.","description":"Read public pairwise-preference rankings and their statistical quality evidence. No API key.","publisher":{"name":"io.aimrank","url":null},"homepage":"https://app.aimrank.io/help","repository":null,"version":"4.12.0","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://app.aimrank.io/mcp/public","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-09-09T21:26:15.828171Z","publishedAt":"2026-09-09T21:26:15.828171Z","registryName":"io.aimrank/aimrank"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"content.social","name":"Social Media","confidence":1,"provenance":"derived"},{"slug":"documents.contracts","name":"Contracts & Legal","confidence":1,"provenance":"derived"},{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":1,"provenance":"derived"},{"slug":"research.web","name":"Deep Web Research","confidence":0.54,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":0.525,"provenance":"derived"},{"slug":"ai.prompting","name":"Prompt Management","confidence":0.525,"provenance":"derived"}],"categories":["ai","content","documents","knowledge","research"],"language":"en"},"observed":{"status":"live","statusReason":"Responded 5h ago.","lastOkAt":"2026-10-10T11:25:38.997Z","lastProbedAt":"2026-10-10T11:25:38.997Z","statusComputedAt":"2026-10-10T11:26:52.443Z","reliability30d":{"probes":111,"successRate":1,"p50Ms":24,"basis":"service","measures":{"availability":"availability","latency":"response time","tools":"tool surface observed","summary":"Checks reached the service itself."},"checks":{"total":109,"ok":109,"authBoundaryOk":0,"serviceOk":109,"note":"Counted from the observation rows for the window, checks of the server only (HTTP, A2A card, MCP initialize). ok = authBoundaryOk + serviceOk. `probes` is the sum of daily rollups and includes registry checks, so it can differ from `total`."}},"latestObservations":[{"at":"2026-10-10T11:25:38.997Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":25,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-10T04:32:20.208Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":23,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T22:27:50.059Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":28,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T15:32:48.043Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":27,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T09:27:35.295Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":20,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T02:26:03.163Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":29,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T19:24:10.149Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":19,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T13:22:09.516Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":20,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T06:24:24.851Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":28,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T00:27:01.657Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":28,"error":null,"detail":{"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"toolCount":21,"toolsHash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","serverName":"aimrank-public","capabilities":["experimental","prompts","resources","tools"],"serverVersion":"4.12.0","protocolVersion":"2025-06-18"}}],"tools":[{"name":"aimrank_get_daily_pair","description":"Fetch today's Daily Pair — the trending matchup chosen at 00:00 UTC.\n\nPairs with the `vote_of_the_day` agent template. Returns the challenge\n+ a fresh matchup. "},{"name":"aimrank_get_ranking","description":"Fetch a ranking's metadata + top 25 entities sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_leaderboard","description":"Get the top N entities of a ranking sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_matchup","description":"Get the next pair of entities to evaluate.\n\nStrategies: adaptive (default), swiss, balanced, random,\nuncertainty, explore, information_gain.\n\napi_key is optiona"},{"name":"aimrank_search_entities","description":"Find entities by name substring within a ranking.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_create_share_card","description":"Return share-ready URLs + embed snippets for a ranking.\n\nFormats: \"all\" (default — everything), \"twitter\", \"linkedin\",\n\"embed_leaderboard\", \"embed_vote\", \"badge"},{"name":"aimrank_predict_matchup_winner","description":"Predict the winner of a matchup BEFORE a vote is cast.\n\nUses Glicko-2 win probability under the same formula matchmaking\nuses internally. Pairs with aimrank_sub"},{"name":"aimrank_discover_public_rankings","description":"Browse public rankings — agent equivalent of surfing aimrank.io.\n\nFilters: category, media_type (\"text\" | \"image\" | \"audio\" | \"video\"),\nsort (\"trending\" | \"rece"},{"name":"aimrank_list_domain_entities","description":"List all entities in a domain's pool sorted by rating.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_domain","description":"Get domain details including entity pool and competition list.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_list_competitions","description":"List all competitions (open voting + brackets) in a domain.\n\napi_key is optional on the public endpoint; on /mcp/mcp a missing\nkey is refused."},{"name":"aimrank_get_data_card","description":"Auto data card — Layer 7. Provenance + IAA + coverage +\nper-annotator quality + transitivity + qualification stats in\none synthesized markdown audit artefact.\n\n"},{"name":"aimrank_get_agreement","description":"Inter-annotator agreement — Layer 5. Returns Cohen's κ\n(n=2 raters), Fleiss' κ, Krippendorff's α, Scott's π +\nLandis-Koch interpretation, plus the multi-rater c"},{"name":"aimrank_get_ceiling","description":"Pairwise-κ ceiling from qualification attempts. The upper\nbound any judge / RM can credibly hit on this domain — used to\npin the L3 pilot refund clause (refund "},{"name":"aimrank_get_plackett_luce","description":"Plackett-Luce listwise ranking aggregation — OFFLINE AUDIT ONLY.\n\nReported post-hoc; it NEVER writes ratings, and setting it as a\nranking's algorithm returns 40"},{"name":"aimrank_get_crowd_bt","description":"CrowdBT — joint fit of entity scores + per-annotator\nreliability η. Surfaces noisy / anti-correlated raters\nexplicitly. Methodology audit, not a live engine.\n\na"},{"name":"aimrank_list_public_judges","description":"Browse public judge-prompt artifacts shared by other users.\n\nFilter by ``category`` (free-text), ``domain_id``, or both.\nSort options: ``fork_count`` (default —"},{"name":"aimrank_find_similar_domains","description":"Find public domains most similar to a query or a known domain.\n\nUse ``query`` for free-text search (\"pharma evaluation\") OR\n``domain_id`` to find domains simila"},{"name":"aimrank_predict","description":"iCOMPLY contract: pairwise prediction with provenance fields.\n\nReturns the engine's predicted winner + probability shaped so\niCOMPLY's Annex IV section-4 genera"},{"name":"aimrank_explain","description":"iCOMPLY contract: explain a prediction in features + narrative.\n\nReturns the Glicko-2 μ/φ inputs for both entities + a deterministic\nnarrative. No LLM-synthesis"},{"name":"aimrank_healthcheck","description":"iCOMPLY contract: liveness + DB-connectivity probe."}],"package":null,"toolSurface":{"id":"ts_yxp44rsrs8rj","endpointId":"ep_drvm9jsgxe4y","hash":"e9ceb773873085dca53851cb68ab90d41771946b956ce3668c9939f244e0c658","toolCount":21,"serverName":"aimrank-public","serverVersion":"4.12.0","protocolVersion":"2025-06-18","firstSeenAt":"2026-09-12T15:26:01.522Z","lastSeenAt":"2026-10-10T11:25:39.003Z","observations":103,"toolNames":["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"],"distinctSurfaces":1},"endpointFacts":[{"id":"ep_drvm9jsgxe4y","url":"https://app.aimrank.io/mcp/public","type":"mcp_streamable_http","factsCheckedAt":"2026-10-09T02:26:03.182Z","auth":{"observedAt":"2026-10-09T02:26:03.199Z","authRequired":false,"scheme":null,"resourceMetadata":null,"authorizationServer":null,"conformance":{"dpop":false,"rfc8414":false,"rfc9728":false,"pkceS256":false,"clientIdMetadataDocument":false,"dynamicClientRegistration":false}},"tls":{"observedAt":"2026-10-09T02:26:03.221Z","protocol":"TLSv1.3","chainValid":true,"chainError":null,"hostMatches":true,"subject":"app.aimrank.io","issuer":{"commonName":"YE2","organization":"Let's Encrypt"},"validFrom":"2026-09-07T08:47:00.000Z","validTo":"2026-12-06T08:46:59.000Z","daysToExpiry":56,"sanCount":1,"fingerprint256":"6C:D4:94:68:8D:88:01:18:2F:9A:7E:D7:B2:EE:E2:15:02:8E:9C:17:EC:0C:ED:24:0C:10:45:06:1E:D5:F2:A3"}}]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"io.aimrank/aimrank","url":"https://registry.modelcontextprotocol.io/v0/servers/io.aimrank%2Faimrank","firstSeenAt":"2026-09-09T22:20:14.202Z","fetchedAt":"2026-10-09T15:22:11.316Z","normalizedAt":"2026-10-09T15:22:11.316Z"}]},"firstSeenAt":"2026-09-09T22:20:14.202Z","updatedAt":"2026-10-10T11:27:46.830Z"}