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8 clients · secrets stay placeholders

JSON (mcpServers)Claude CodeCodexOpenCodeCursorVS CodeGemini CLIGoose

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

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

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

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "aimrank": {
      "type": "remote",
      "url": "https://app.aimrank.io/mcp/public",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "aimrank": {
      "type": "http",
      "url": "https://app.aimrank.io/mcp/public"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=aimrank&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYXBwLmFpbXJhbmsuaW8vbWNwL3B1YmxpYyJ9"
}

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

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

extensions:
  "aimrank":
    enabled: true
    name: "aimrank"
    type: streamable_http
    uri: "https://app.aimrank.io/mcp/public"
    timeout: 300

Quality 85 / 100good

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene86 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
pass
tools.annotations21 of 21 tools declare readOnlyHint or destructiveHint
fail
tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: aimrank_search_entities (destructiveHint); aimrank_create_share_card (destructiveHint); aimrank_predict_matchup_winner (destructiveHint); …
pass
tools.token_costabout 3,646 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stability100 · weight 15

pass
stability.changesno tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

21 tools, about 3,646 tokens to load them all · tool set 95c10649d230 · checked 2026-10-19 20:06 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 80 / 100

no-repository

provenance55

liveness100

freshness85

hygiene80

+dns-namespace +website +reachable +uptime-100% ~updated-40d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://app.aimrank.io/mcp/public` streamable-http	none	yes	100%	509 ms	2025-11-25	2026-10-19

Tools (21)

`aimrank_create_share_card`read-only	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.
`aimrank_discover_public_rankings`read-only	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.
`aimrank_explain`read-only	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.
`aimrank_find_similar_domains`read-only	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.
`aimrank_get_agreement`read-only	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.
`aimrank_get_ceiling`read-only	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`read-only	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`read-only	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.
`aimrank_get_data_card`read-only	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.
`aimrank_get_domain`read-only	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`read-only	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`read-only	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`read-only	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.
`aimrank_get_ranking`read-only	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`read-only	iCOMPLY contract: liveness + DB-connectivity probe.
`aimrank_list_competitions`read-only	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`read-only	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`read-only	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.
`aimrank_predict`read-only	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.
`aimrank_predict_matchup_winner`read-only	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.
`aimrank_search_entities`read-only	Find entities by name substring within a ranking. api_key is optional on the public endpoint; on /mcp/mcp a missing key is refused.

Schemas: list_tools.

Similar MCP servers

Official server.json

{
  "name": "io.aimrank/aimrank",
  "_meta": {
    "io.modelcontextprotocol.registry/publisher-provided": {
      "io.aimrank": {
        "scope": "Public rankings, plus public and unlisted domains and their entity and competition listings; an unlisted domain is reachable by anyone holding its id. Private rankings and private domains resolve as not found. Rankings have no unlisted state.",
        "capabilities": {
          "tools": 21,
          "prompts": 5,
          "resources": 2,
          "resourceTemplates": 3
        },
        "dataResidency": "OVHcloud DE1 (EU)",
        "keyedEndpoint": {
          "url": "https://app.aimrank.io/mcp/mcp",
          "tools": 56,
          "obtainKey": "https://app.aimrank.io/dashboard/integrations",
          "credential": "api_key is a per-tool argument, not an HTTP header and not OAuth; this server accepts no bearer tokens. Not declared as a remote because server.json cannot express tool-argument credentials."
        },
        "listedEndpoint": "https://app.aimrank.io/mcp/public",
        "listedEndpointAuth": "none",
        "listedEndpointTools": 21,
        "listedEndpointRateLimit": "At least 60 JSON-RPC POSTs per minute per IP. The window is per server process, so the effective ceiling is higher and varies with deployment size; only POSTs are counted. Over-limit calls return HTTP 429 with Retry-After."
      }
    }
  },
  "title": "AimRank",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://app.aimrank.io/mcp/public",
      "type": "streamable-http"
    }
  ],
  "version": "4.12.0",
  "websiteUrl": "https://app.aimrank.io/help",
  "description": "Read public pairwise-preference rankings and their statistical quality evidence. No API key."
}