Ext Ops Panel
Open dashboard

TrainTools

Recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.

MCP server · by AparajeetS

About

TrainTools is an MCP server published by AparajeetS. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-13.

What it asks for

  • Runs on your machine

None of the marketplaces we read publishes its tools or the settings it asks for.

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

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

A one-click link opens the client, which asks you to confirm before it adds the server.

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a local MCP server: PyPI package

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --transport stdio traintools -- uvx --with mcp traintools mcp
Codex~/.codex/config.toml
[mcp_servers.traintools]
command = "uvx"
args = ["--with", "mcp", "traintools", "mcp"]
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "traintools": {
      "command": "uvx",
      "args": [
        "--with",
        "mcp",
        "traintools",
        "mcp"
      ]
    }
  }
}

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 0.6.2 Forks (GitHub): 0
Stars (GitHub): 0
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

What changed

Nothing has moved on this plugin since we started watching it.

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • neural-mcp io.github.andylbrummer/neural-mcp

    GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

    by andylbrummer · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • forge-mcp-server io.github.RightNow-AI/forge-mcp-server

    Turn PyTorch into fast CUDA/Triton kernels on real datacenter GPUs with up to 14x speedup.

    by RightNow-AI · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Safe Kaggle MCP

    Safety-first Kaggle MCP — confirm-gated destructive ops, submission budget, injection-fenced.

    by parkseokjune · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • hugging-bay io.github.barneywohl/hugging-bay

    Verified open AI artifact search, trust evidence, downloads, and agent workflows from Hugging Bay.

    by barneywohl · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • hardware-probe io.github.yamaru-eu/hardware-probe

    Hardware probe for performance diagnostics, thermal monitoring, and LLM optimization.

    by yamaru-eu · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • model-card-lint-gpai io.github.jmshinhwa/model-card-lint-gpai

    Lints a Hugging Face model card against the Hub metadata spec and the EU AI Act general-purpose AI d

    by jmshinhwa · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • CyberHuaTuo

    Gold-first AI-agent traceback diagnosis, exact fixes, verification, and reusable prescriptions.

    by JinNing6 · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • cotforce-mcp io.github.islobodan/cotforce-mcp

    Give brains to your small models. MCP server enforcing step-by-step Chain-of-Thought.

    by islobodan · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • neurarch-mcp io.github.neurarch-ai/neurarch-mcp

    Reads a PyTorch .py, a Neurarch graph, or a HF repo; agents inspect, lint, verify and rank designs.

    by neurarch-ai · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • metrillm io.github.MetriLLM/metrillm

    Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client

    by MetriLLM · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • huggingface-skills

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

    by huggingface · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • vynn-mcp io.github.beee003/vynn-mcp

    Self-improving AI workflows with backtesting, prompt optimization, and scheduling

    by beee003 · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • 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…

    by NVIDIA · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • agent-trace-triage

    Agent Trace Triage is a Claude Code plugin for developers building agentic AI systems (LangGraph, CrewAI, custom tool loops, MCP agents). When an agent run fails, stuck in a loop…

    by WasayAbid · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • karellen-rr-mcp

    Claude Code plugin for rr reverse debugging via MCP. Automatically configures the karellen-rr-mcp MCP server and includes a crash detection hook that suggests rr when a command…

    by karellen · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Claude Code: claude-plugins-official (5)
  • huggingface-skills

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

    by huggingface · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • amd-skills

    AMD's verified Agent Skills in one plugin: route image/audio through local AI on Ryzen AI, serve LLMs on AMD Instinct GPUs with vLLM, optimize inference throughput with Hyperloom…

    by amd · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

  • 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…

    by NVIDIA · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • firebase-mcp io.github.firebase/firebase-mcp

    Gives AI development tools Firebase-specific capabilities and expertise.

    by firebase · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official · Describes nearly the same job

  • mcp-server-dev

    Skills for designing and building MCP servers that work seamlessly with Claude. Guides you through deployment models (remote HTTP, MCPB, local), tool design patterns, auth, and…

    by Anthropic · Plugin bundle

    Listed on: Claude Code: claude-plugins-official · Describes nearly the same job

Has a listing on Claude: knowledge-work-plugins (5)
  • langfuse

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

    by langfuse · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • datarobot-agent-skills

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

    by datarobot-oss · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • Desktop Commander

    MCP server for terminal commands, file operations, and process management

    by wonderwhy-er · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • Grafana Cloud MCP

    Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.

    by grafana · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • 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…

    by NVIDIA · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • OpenAI Developers

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

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Plugin Eval

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

    by OpenAI Codex · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • 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…

    by Datadog · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Cloudflare

    Cloudflare platform plugin with curated skills for Workers, Wrangler, and Agents SDK plus the official Cloudflare API MCP server.

    by Cloudflare · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes a similar job

Has a listing on Community GitHub marketplaces (5)
  • CyberHuaTuo

    Gold-first AI-agent traceback diagnosis, exact fixes, verification, and reusable prescriptions.

    by JinNing6 · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • sota-anchor

    Finds what shipped after your coding agent's training, before it rebuilds it from scratch.

    by luckmanqasim · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • Tuning Engines - Governed AI Runtime

    Govern model, agent, skill, and MCP workflows with policy, approvals, traces, and usage analytics.

    by cerebrixos-org · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • memory-boost

    Markdown memory for coding agents that audits itself: drift reports and session digests.

    by arnaugonzalez · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • AIRAS

    Automated AI research toolkit: hypothesis generation, experiments, and paper writing

    by airas-org · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • BLEA

    Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.

    by Nitmi · MCP server

    Listed on: Official MCP Registry, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • typescript-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • phoenix

    Phoenix AI observability skills for LLM application debugging, evaluation, and tracing. Includes CLI debugging tools, LLM evaluation workflows, and OpenInference tracing…

    by Arize AI · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • go-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • kotlin-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. Includes instructions for best…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • mcp-apps

    Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • microsoft-365-agents-toolkit

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

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • cpp-language-server

    Navigate and interact with your C++ code using the Microsoft C++ Language Server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • 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…

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • build-perf-cpp

    Analyze MSVC build performance using vcperf.exe and ETL traces.

    by Ion Todirel and Eve Silfanus · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

Has a listing on Cursor: cursor/plugins (5)
  • Tailscale

    Let Grok Bot reach MCP servers on your private Tailscale network. Sign in to Tailscale to connect your tailnet; Grok Bot joins it as one tagged device and only reaches the hosts…

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Orchestrate

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

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Continual Learning

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

    by Eric Zakariasson · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Ralph Loop

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

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • pstack

    if you want to go fast, go deep first. pstack helps you write less, but higher quality code. rigorous agent workflows you can parallelize with confidence.

    by Lauren Tan · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Opik

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

    by comet-ml · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • testkube-mcp io.github.kubeshop/testkube-mcp

    MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants

    by kubeshop · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • Dynatrace-mcp io.github.dynatrace-oss/Dynatrace-mcp

    [DEPRECATED] Dynatrace MCP Server. Migrate to dynatrace-for-ai or Dynatrace Remote MCP Server.

    by dynatrace-oss · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

  • Polar Signals

    MCP server for Polar Signals Cloud continuous profiling platform, enabling AI assistants to analyze CPU performance, memory usage, and identify optimization opportunities in…

    by docker · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Prometheus MCP Server

    MCP server providing Prometheus metrics access and PromQL query execution for AI assistants

    by pab1it0 · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · Describes nearly the same job

Has a listing on Official MCP Registry (5)
  • neural-mcp io.github.andylbrummer/neural-mcp

    GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

    by andylbrummer · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • forge-mcp-server io.github.RightNow-AI/forge-mcp-server

    Turn PyTorch into fast CUDA/Triton kernels on real datacenter GPUs with up to 14x speedup.

    by RightNow-AI · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Safe Kaggle MCP

    Safety-first Kaggle MCP — confirm-gated destructive ops, submission budget, injection-fenced.

    by parkseokjune · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • hugging-bay io.github.barneywohl/hugging-bay

    Verified open AI artifact search, trust evidence, downloads, and agent workflows from Hugging Bay.

    by barneywohl · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • hardware-probe io.github.yamaru-eu/hardware-probe

    Hardware probe for performance diagnostics, thermal monitoring, and LLM optimization.

    by yamaru-eu · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Is this your plugin?

Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built