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ML Referee

Evaluate ML features beyond a baseline and test bounded feature repairs. Invite-only beta.

Servidor MCP · de scarrico

Resumo

ML Referee é um servidor MCP publicado por scarrico. Marketplaces que lemos e que o listam: 1 (Official MCP Registry). Vimos pela primeira vez em 2026-10-27 e não registramos mudanças desde então. Conforme nossa passagem pelos marketplaces em 2026-11-03.

O que pede

  • Roda remotamente

Nenhum dos marketplaces que lemos publica as ferramentas ou as configurações que ele pede.

O que declara, pede e executa, por completo

Instale apenas plugins de desenvolvedores em quem você confia. Mostramos o que os marketplaces publicam e não testamos plugins.

Funciona com

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

Um link de um clique abre o cliente, que pede confirmação antes de adicionar o servidor.

Pelos marketplaces que o listam e pelo transporte MCP que declara, conforme cada cliente documenta. Não testamos plugins.

Conectar

Comandos e configurações gerados apenas a partir do que os marketplaces declaram. Não os executamos por você e não testamos plugins.

Como servidor MCP remoto

Gerado a partir do que Official MCP Registry declara.

Claude CodeTerminal
claude mcp add --transport http mlreferee https://api.mlreferee.com/mcp
Codex~/.codex/config.toml
[mcp_servers.mlreferee]
url = "https://api.mlreferee.com/mcp"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "mlreferee": {
      "url": "https://api.mlreferee.com/mcp"
    }
  }
}

Onde está publicado

MarketplaceStatusVersãoNúmerosVerificadoVisto pela primeira vez
Official MCP Registry (Abrir o registro) Listado 1.1.0 Nenhum número publicado Sem marcação

Cada número é do próprio marketplace e nunca é somado entre marketplaces. Um marketplace que não publica números não mostra nenhum: sem número não é zero.

O que mudou

  1. Passou a ser um produto que acompanhamos
  2. Official MCP Registry: apareceu

Plugins semelhantes

Produtos cujos próprios nomes, descrições, ferramentas e skills são os mais próximos deste pelo significado, em todos os marketplaces que lemos. A proximidade é ordenada apenas dentro desta lista.

  • good-sport

    Sports-analytics research assistant that grades its own model and reports the losses. $9.99/mo.

    de good-sport.ai · Servidor MCP

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  • AI Arena Agent Tools

    Read-only US public-data screening tools with free Basic and Evidence tiers.

    de ai-arena.ca · Servidor MCP

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  • Batru — Competitive Game Intelligence for AI Agents

    Live competitive-game predictions, meta data and decision tools for AI agents.

    de batru.gg · Servidor MCP

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  • RaceHooks

    Predictive models and analytics for motorsport — race intelligence delivered to your endpoint.

    de racehooks · Servidor MCP

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  • mcp-server-lol io.github.ebrunet001/mcp-server-lol

    League of Legends AI coaching: player profiles, match history, ranked stats & performance analysis

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  • AI Stupid Level

    LLM benchmark rankings, drift status, incidents and Smart Router previews from AI Stupid Level.

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  • Agent Referee

    Neutral tie-breaks between AI agents and sealed review of an agent's output, with signed receipts.

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  • The Ultimate Critic

    Check AI work against requirements and return structured verdicts, findings, and repair steps.

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  • Ask Jev

    Evaluate state with typed choice, score, and probability questions.

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  • Cue

    Score and improve AI prompts with Cue Free and Pro account access.

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A mesma pergunta feita a cada marketplace separadamente: existe lá um equivalente deste plugin?

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  • datarobot-agent-skills

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Listado em Community GitHub marketplaces (4)
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  • evals

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  • BLEA

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  • AI Arena Agent Tools

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  • RaceHooks

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  • gut

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  • whoop-mcp io.github.davidmosiah/whoop-mcp

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  • VibeRevert

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    de viberevert.com · Servidor MCP

    Listado em: Official MCP Registry, npm registry (MCP servers) · Descreve quase a mesma tarefa

  • Contentrain

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Encontrados pelo significado, não por código ou repositório em comum: plugins semelhantes continuam sendo produtos distintos, e isto não é uma avaliação nem uma recomendação.

Quer esta marca no seu plugin em nosso catálogo?

Prove que o mantém com um arquivo no repositório, um arquivo no seu domínio ou um registro DNS, e você poderá mostrar esta marca na ficha, com banners ao vivo para o seu site e o README. Como funciona a verificação

Você também recebe alertas quando um marketplace o publica, o remove, muda a marca de verificado ou o que ele pede, e o endpoint remoto passa a ser monitorado como um serviço web.

Dados de Official MCP Registry. Os números vêm das nossas próprias passagens regulares pelos marketplaces, última leitura em . Não publicamos dados de contato dos editores de plugins.

De onde vêm os dados: como o catálogo é montado