claude

superml

ML engineering superpowers: 7 workflow skills + 27k-page knowledge base

1 on GitHubby Leeroo Dev Teamv1.0.1Apache-2.0updated 8 months ago
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Plugin superml from marketplace leeroo-marketplace in Leeroo-AI/leeroo-marketplace. Commands read from the repo's manifest — 1 month ago.

This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.

What it installs

Skills (7)

  • ml-debug

    Use when something is failing in ML/AI work — OOM, NaN, divergence, crashes, bad throughput, wrong outputs, dependency conflicts

  • ml-experiment

    Use when starting, logging, or reviewing ML experiments — maintains a persistent experiment journal with hypotheses, results, and learnings across sessions

  • ml-iterate

    Use when the user is stuck, needs ranked next steps, or wants alternatives after initial experiments — "I tried X and got Y, what next?

  • ml-plan

    Use when the user wants an implementation plan, architecture design, or multi-step ML pipeline — "build X", "implement X", "design X", "set up X

  • ml-research

    Use when the user wants to understand an ML/AI topic, compare approaches, or survey framework capabilities — "how does X work?", "compare X vs Y

  • ml-verify

    Use when the user wants to verify code, config, or math before running — or proactively before any expensive training job or deployment

  • using-superml

    Use when starting any conversation involving ML/AI — establishes how to use Leeroopedia KB tools and workflow skills

Subagents (1)

  • ml-expert

    Senior ML/AI engineer agent for heavy-lift tasks — training config reviews, serving/inference optimization, pipeline debugging, framework deep-dives, architecture decisions. Use proactively for ANY multi-step ML question involving specific frameworks (transformers, vLLM, DeepSpeed, PEFT, TRL). Maint

MCP servers (1)

  • leeroopedia

    connects to: https://mcp.leeroopedia.com/mcp?token=${LEEROOPEDIA_API_KEY:-}

Hooks (1)

  • SessionStart

    ${CLAUDE_PLUGIN_ROOT}/hooks/run-hook.cmd session-start

View source on GitHub leeroo.com

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