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Using Superml (Grade A) logo

Using Superml (Grade A)Security-tested data-ai skill for Claude AI. Grade A. Use when starting any conversation involving ML/AI — establishes how to use Leeroopedia KB tools and workflow skills

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Daniel NikulshynReviewed by Daniel Nikulshyn·Updated July 2026

Overview

Using Superml is a security-tested data-ai skill designed for Claude AI, graded A. It's used when starting conversations involving ML/AI, establishing how to utilize Leeroopedia KB tools and workflow skills. Leeroopedia provides access to 27,667 pages of verified framework documentation on various ML and AI topics. The skill emphasizes grounding answers in the KB or web search results before responding, with a 'HARD STOP RULE' to look up information when one feels they have deep knowledge. It outlines a structured approach to responding, including citing sources, avoiding simple question traps, and best practices for code and config. The skill also details specific tools for KB mode, such as search_knowledge, build_plan, review_plan, verify_code_math, diagnose_failure, and propose_hypothesis, to ensure informed and accurate responses.

Key features

  • Integration with Leeroopedia KB
  • Structured response approach
  • Source citation requirement
  • Code and config verification
  • Lookup-before-code rule

Pricing

Model
Free
Category
Skills
Rating
No reviews yet

Use cases

Starting ML/AI Conversations

Using Superml skill to establish a grounded approach

Responding to ML/AI Questions

Applying the skill's structured workflow for informed responses

Pros & Cons

Pros

  • Establishes a structured approach to ML/AI conversations
  • Ensures grounding in verified information
  • Provides access to a vast KB of ML/AI documentation
  • Encourages best practices in coding and config

Cons

  • Requires adherence to a specific workflow
  • May feel restrictive for those used to direct answers
  • Depends on the availability and accuracy of Leeroopedia KB

Reviews

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Q&A

Will Superml limit my ability to give direct answers?

Yes, Superml enforces a workflow that prioritizes KB look‑ups and source citation, which can feel restrictive if you’re used to providing immediate answers, but it ensures accuracy and best practices.

Asked by Adaeze Uche · Mar 22, 2026

What workflow steps must I follow when using Superml with Claude AI?

You start with a structured approach: use the KB tools to locate information, cite sources, apply the ‘hard stop rule’ to look up facts before coding, then verify code or config with verify_code_math and diagnose_failure before delivering the answer.

Asked by Nils Johansson · Jan 18, 2026

How does Superml integrate with the Leeroopedia knowledge base?

Superml connects directly to Leeroopedia’s KB, giving you searchable access to 27,667 verified ML/AI documentation pages via tools like search_knowledge and build_plan, so responses are grounded in that source.

Asked by Ines Fernandes · Jan 11, 2026

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