superml
01Plugin Claude Code
ML engineering plugin for Claude Code.
Plugin Claude Code
ML engineering plugin for Claude Code.
Plugin Claude Code
ML engineering plugin: Give your AI coding agent ML engineering superpowers.
MCP server Claude CodeCodexCursor +2
MCP server "leeroopedia", hosted remotely at mcp.leeroopedia.com, as configured in Leeroo-AI/superml.
Agent
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). Maintains persistent…
Hook
Runs when a session starts, executing run-hook.cmd. From Leeroo-AI/superml.
Skill Claude CodeCodex
Use when something is failing in ML/AI work — OOM, NaN, divergence, crashes, bad throughput, wrong outputs, dependency conflicts.
Skill Claude CodeCodex
Use when starting, logging, or reviewing ML experiments — maintains a persistent experiment journal with hypotheses, results, and learnings across sessions.
Skill Claude CodeCodex
Use when the user is stuck, needs ranked next steps, or wants alternatives after initial experiments — "I tried X and got Y, what next?".
Skill Claude CodeCodex
Use when the user wants an implementation plan, architecture design, or multi-step ML pipeline — "build X", "implement X", "design X", "set up X".
Skill Claude CodeCodex
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".
Skill Claude CodeCodex
Use when the user wants to verify code, config, or math before running — or proactively before any expensive training job or deployment.
Skill Claude CodeCodex
Use when starting any conversation involving ML/AI — establishes how to use Leeroopedia KB tools and workflow skills.
Skill Claude CodeCodex
Use Leeroopedia MCP to fetch grounded ML/AI best practices, build and review ML plans, debug failures, verify code/math correctness, and expand KB citations via getpage.
Skill Claude CodeCodex
You have access to Leeroopedia, a curated ML/AI knowledge base, via MCP tools. These are real MCP tools registered in your environment -- call them directly like any other tool. They contain framework-specific docs, code examples, API references, and best practices.
Skill Claude CodeCodex
You have access to the Leeroopedia MCP tools. Use them throughout this pipeline to make informed decisions. Specifically.
Skill Claude CodeCodex
This document describes the Leeroopedia MCP tools available during the with-KB benchmark run. It is a standalone reference and is not fed to the agents automatically.
Skill Claude CodeCodex
This document describes how to use the Leeroopedia MCP tools for the Self-Evolving RAG task. It is kept as a reference and is NOT included in the agent prompt.