Ext Ops Panel
Abrir o painel

BenchLeader

Daily LLM leaderboard from independent benchmarks: ranks, scores, prices, speed and comparisons.

Servidor MCP · de benchleader.com

Resumo

BenchLeader é um servidor MCP publicado por benchleader.com. Marketplaces que lemos e que o listam: 1 (Official MCP Registry). Vimos pela primeira vez em 2026-10-31 e não registramos mudanças desde então. Conforme nossa passagem pelos marketplaces em 2026-11-15.

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 benchleader https://www.benchleader.com/mcp
Codex~/.codex/config.toml
[mcp_servers.benchleader]
url = "https://www.benchleader.com/mcp"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "benchleader": {
      "url": "https://www.benchleader.com/mcp"
    }
  }
}

Onde está publicado

MarketplaceStatusVersãoNúmerosVerificadoVisto pela primeira vez
Official MCP Registry (Abrir o registro) Listado 1.0.0 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.

  • The Aggregate — LLM benchmark aggregate

    LLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.

    de theaggregate.ai · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • Open Uncensored

    Open-weight and abliterated LLMs on one API: compare models and rankings, chat, check credits.

    de openuncensored.com · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • llm-advisor io.github.Daichi-Kudo/llm-advisor

    Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sources.

    de Daichi-Kudo · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • OpenMark

    Benchmark your own prompt on 100+ LLMs with real API calls; pick the cheapest model that passes.

    de openmark.ai · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • EvalForge Lite

    Compare text LLMs across OpenRouter, Bedrock, Vertex AI and Foundry with automated grading.

    de thejaredchapman · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • llmtest-mcp io.github.tjacquesson/llmtest-mcp

    Benchmark AI models on real prompts. Find cheaper, faster alternatives across 340+ models.

    de tjacquesson · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • ModelLens

    See which models actually work: probe, rank and recommend across OpenAI-compatible gateways.

    de Greatbeing · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • Harpd Agent Data

    Live rankings and pricing for 10,000+ AI products and LLMs. Free tier; paid data via x402.

    de harpd.com · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • LLM Eval Harness

    Run a golden set and gate LLM model swaps on accuracy, with latency and cost per request.

    de razilzul · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • LLM Prover

    LLM evaluation: compare models on cost and quality, score outputs, run benchmarks, analyse agents.

    de pysolvr.com · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

Plugins semelhantes por marketplace

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

Listado em Claude Code: claude-plugins-community (5)
  • model-advisor

    Claude model selection advisor — recommends optimal model for each task via shell hook. Zero attack surface.

    de Jaace · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

  • contextstellar

    Context engineering plugin for Claude Code — real-time prompt scoring, RLM adaptive weights, and token optimization. Scores every tool use across 5 dimensions (token utilization…

    de sunnypatneedi · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

  • consensus

    Break through difficult problems by gathering diverse AI perspectives in parallel. Consensus queries multiple AI providers concurrently — GPT-5.2, Gemini 3.1 Pro, and DeepSeek…

    de mark-kimura · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

  • octo

    Multi-LLM orchestration for Claude Code and Cowork. Coordinates 8 AI providers (Codex, Gemini, Claude, Perplexity, OpenRouter, Copilot, Qwen, Ollama) through structured Double…

    de nyldn · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • llmprobe

    Synthetic monitoring for LLM inference endpoints. Probe TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and any OpenAI-compatible server.

    de Jwrede · Pacote de plugins

    Listado em: Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

Listado em Claude Code: claude-plugins-official (5)
  • DeepEval

    Skills for adding DeepEval evaluations, tracing, datasets, Confident AI reports, and iterative improvement loops to AI applications.

    de confident-ai · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    de datarobot-oss · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Descreve quase a mesma tarefa

  • langfuse

    Skills for working with Langfuse, the open-source LLM engineering platform for tracing, prompt management, and evaluation.

    de langfuse · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

  • NVIDIA Skills

    Find the right NVIDIA skill for GPU acceleration, CUDA, AI agents, data loading, training, inference, robotics, Physical AI, Omniverse, simulation, and other NVIDIA-powered…

    de NVIDIA · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • huggingface-skills

    Build, train, evaluate, and use open source AI models, datasets, and spaces.

    de huggingface · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

Listado em Claude: knowledge-work-plugins (5)
  • datarobot-agent-skills

    DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…

    de datarobot-oss · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Descreve quase a mesma tarefa

  • langfuse

    Skills for working with Langfuse, the open-source LLM engineering platform for tracing, prompt management, and evaluation.

    de langfuse · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

  • Pixeltable

    Build multimodal AI applications with Pixeltable -- tables, computed columns, embedding search, UDFs, tool-calling agents, and 25+ AI provider integrations.

    de pixeltable · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins · Descreve quase a mesma tarefa

  • AI-Firstify

    AI-first project auditor and re-engineer based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp

    de techwolf-ai · Pacote de plugins

    Listado em: Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Descreve quase a mesma tarefa

  • atlan

    Atlan data catalog plugin for Claude Code. Search, explore, govern, and manage your data assets through natural language. Powered by the Atlan MCP server with semantic search…

    de atlanhq · Pacote de plugins

    Listado em: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Descreve quase a mesma tarefa

Listado em Codex: openai-curated (openai/plugins) (5)
  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    de OpenAI Codex · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • NVIDIA

    Skills for NVIDIAs ecosystem spans GPU acceleration, CUDA, AI agents, inference, robotics, Physical AI, Omniverse, and simulation. This plugin helps you understand the pieces…

    de NVIDIA · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • OpenAI Developers

    Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.

    de OpenAI · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • Data Analytics

    Answer product and business questions with data

    de Data Analytics Maintainers · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

  • Datadog (Preview)

    Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production…

    de Datadog · Pacote de plugins

    Listado em: Codex: openai-curated (openai/plugins) · Descreve quase a mesma tarefa

Listado em Community GitHub marketplaces (5)
  • evaluation

    LLM benchmarking and evaluation including lm-evaluation-harness, BigCode Evaluation Harness, and NeMo Evaluator. Use when benchmarking models or measuring performance.

    de orchestra-research · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • llm-router

    Selects the optimal LLM model and provider for each task based on complexity, cost budget, and capability requirements. Routes cheap tasks to Haiku/GPT-4o-mini and complex tasks…

    de curiositech · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • ai-infra-auto-driven-skills

    LLM serving benchmarks, SGLang model Day-0 support, profiling, code review, prod incident triage, PR-history dossiers, and SGLang explainer videos.

    de BBuf · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • llm-council

    Orchestrate multiple open-weight LLMs via Fireworks AI to deliberate on queries using Karpathy's LLM Council concept — models respond, rank each other, and a Chairman synthesizes…

    de DAIR.AI · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

  • langsmith-skills

    Agent skills for observing and evaluating LLM applications with LangSmith

    de LangChain · Pacote de plugins

    Listado em: Community GitHub marketplaces · Descreve quase a mesma tarefa

Listado em Copilot CLI: github/awesome-copilot (5)
  • ai-team-orchestration

    Run a lightweight, role-separated AI development team with flexible tools, developer-selected models, proportionate planning, and optional QA.

    de Denis Evdokimov · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

  • agentcouncil

    Multi-model council for Copilot CLI: three subagents on different model families (Anthropic, OpenAI, Google) answer independently, then build on each other or attack the leading…

    de Sentry01 · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

  • doublecheck

    Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.

    de Awesome Copilot Community · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

  • chronicle-stats

    See your local Copilot token usage by day, model, and session, and get tips to use it more efficiently.

    de Julia Muiruri · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

  • token-pacman

    Visualizes live session AI-credit usage as a Pac-Man board with pellets, ghosts, fruit milestones, and game-over limits.

    de James Montemagno · Pacote de plugins

    Listado em: Copilot CLI: github/awesome-copilot · Descreve quase a mesma tarefa

Listado em Copilot CLI: github/copilot-plugins (5)
  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

  • workiq

    Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins, npm registry (MCP servers) · Descreve quase a mesma tarefa

  • model-apps

    Build and deploy Power Apps generative pages for model-driven apps with specialist agents for planning, entity creation, and parallel code generation. Requires PAC CLI >= 2.7.0…

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

  • workiq-productivity

    WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    de microsoft · Pacote de plugins

    Listado em: Copilot CLI: github/copilot-plugins · Descreve quase a mesma tarefa

Listado em Cursor: cursor/plugins (4)
  • Ralph Loop

    Iterative self-referential AI loops using the Ralph Wiggum technique.

    de Cursor · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

  • Continual Learning

    Incremental transcript-driven memory updates for AGENTS.md using high-signal bullet points only.

    de Eric Zakariasson · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

  • Profound

    Track AI visibility, sentiment, and citations.

    de Cursor · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

  • Orchestrate

    Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.

    de Cursor · Pacote de plugins

    Listado em: Cursor: cursor/plugins · Descreve quase a mesma tarefa

Listado em Docker MCP Catalog (4)
  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    de comet-ml · Servidor MCP

    Listado em: Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers) · Descreve quase a mesma tarefa

  • LLM Text

    Discovers and retrieves llms.txt from websites.

    de docker · Servidor MCP

    Listado em: Docker MCP Catalog · Descreve quase a mesma tarefa

  • Hugging Face

    Tools for interacting with Hugging Face models, datasets, research papers, and more.

    de docker · Servidor MCP

    Listado em: Docker MCP Catalog · Descreve quase a mesma tarefa

  • Zen

    Bridges multiple AI models and CLIs, enabling orchestrated workflows across Claude Code, Gemini CLI, Codex CLI, and other AI development tools.

    de BeehiveInnovations · Servidor MCP

    Listado em: Docker MCP Catalog · Descreve quase a mesma tarefa

Listado em Official MCP Registry (5)
  • The Aggregate — LLM benchmark aggregate

    LLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.

    de theaggregate.ai · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • Open Uncensored

    Open-weight and abliterated LLMs on one API: compare models and rankings, chat, check credits.

    de openuncensored.com · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • llm-advisor io.github.Daichi-Kudo/llm-advisor

    Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sources.

    de Daichi-Kudo · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • OpenMark

    Benchmark your own prompt on 100+ LLMs with real API calls; pick the cheapest model that passes.

    de openmark.ai · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

  • EvalForge Lite

    Compare text LLMs across OpenRouter, Bedrock, Vertex AI and Foundry with automated grading.

    de thejaredchapman · Servidor MCP

    Listado em: Official MCP Registry · Descreve quase a mesma tarefa

Listado em PyPI (MCP servers) (5)
  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    de comet-ml · Servidor MCP

    Listado em: Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers) · Descreve quase a mesma tarefa

  • digline

    Read, measure and explain LLM eval runs of a digline suite. Cannot promote a baseline.

    de digline.dev · Servidor MCP

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

  • offline-mcp io.github.gabrielmahia/offline-mcp

    Local AI over Ollama for low connectivity: status, local inference, model and deployment guides.

    de gabrielmahia · Servidor MCP

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

  • marm-mcp-server io.github.Lyellr88/marm-mcp-server

    Universal MCP Server with advanced AI memory capabilities and semantic search.

    de Lyellr88 · Servidor MCP

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

  • local-delegate io.github.ZahiriNatZuke/local-delegate

    Delegate mechanical text tasks to a local OpenAI-compatible LLM to save Claude quota.

    de ZahiriNatZuke · Servidor MCP

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

Listado em npm registry (MCP servers) (5)
  • llm-checker

    Intelligent CLI tool with AI-powered model selection that analyzes your hardware and recommends optimal LLM models for your system

    de signerless · Servidor MCP

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

  • Alibaba Cloud DashScope — Qwen

    Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.

    de nirholas · Servidor MCP

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

  • rubber-duck io.github.nesquikm/rubber-duck

    Bridge to multiple LLMs and CLI agents: councils, debates, voting, and more

    de nesquikm · Servidor MCP

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

  • Kosha Model Discovery

    Tells your agent which model to use and what it costs, across 46 providers and local runtimes.

    de sriinnu · Servidor MCP

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

  • Prompeteer

    Contextual prompts and agent skills for 140+ AI platforms.

    de prompeteer · Servidor MCP

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

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.

Mostre dados atualizados do catálogo no seu site ou README do GitHub. Escolha um banner dinâmico ou um selo compacto.

Prévia do selo dinâmico
Veja exemplos e crie o seu
Para seu site
Prévia do banner para site
Para seu README
Prévia do selo para README
Abrir o criador de banners

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