skills: Instructions file for Claude Code

CLAUDE.md

skills CLAUDE.md is an instructions file for Claude Code from zenml-io/skills. It costs 2,070 tokens per session, scanned A, original, MIT.

A set of instructions for building ZenML skills, which are add-ons that help coding agents create and manage machine-learning workflows. It covers the repository’s purpose, plugins, structure, and important files.

In plain words
What is it for?
Use it when developing or maintaining ZenML skills, including pipeline design, experiment tracking, metadata logging, and migrations from tools such as Airflow or Argo.
Why use it?
It gives an agent the project context and working rules needed to make consistent changes. Without it, the agent may misunderstand how ZenML workflows or the skills marketplace are organized.

Instructions file for Claude Code

Written for Claude Code: Claude Code plugin machinery. Also seen: mentions CLAUDE.md; mentions subagents; mentions Claude Code.

This is zenml-io/skills's own configuration. It tells Claude Code how to work on skills itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything skills configures →

Reuse

Borrowing it

Nothing to install: this file belongs to zenml-io/skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/zenml-io/skills/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/zenml-io/skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for skills CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/zenml-io/skills/claude-md.svg)](https://agentmods.dev/instructions/zenml-io/skills/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/zenml-io/skills/claude-md"><img src="https://agentmods.dev/badge/instructions/zenml-io/skills/claude-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 2,070 This file is loaded in full into every session.
When invoked 2,070 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.02070 $0.02070
Opus 5 $0.01035 $0.01035
Sonnet 5 $0.00414 $0.00414
Haiku 4.5 $0.00207 $0.00207

Measured 6d ago against content hash 2a29f14addc4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

skills CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 235 lines

How it starts

The opening of the file, as written. The whole thing — 235 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

Repository Purpose

This is the ZenML Skills Marketplace — a collection of modular AI coding agent skills for ZenML workflows. Skills are plugins that guide developers through implementing ZenML features like metadata logging, experiment tracking, pipeline architecture scoping, and pipeline authoring.

Current Plugins

Plugin Description
zenml-quick-wins Guided implementation of ZenML MLOps best practices (metadata, experiment tracking, alerters, scheduling, secrets, Model Control Plane)
zenml-scoping Scope and decompose ML workflow ideas into realistic ZenML pipeline architectures via an interview process
zenml-pipeline-authoring Author ZenML pipelines with steps, artifacts, Docker settings, materializers, YAML config, and more
zenml-airflow-migration Migrate Apache Airflow DAGs to idiomatic ZenML pipelines with concept mapping, code translation, and unsupported pattern flagging
zenml-argo-migration Migrate Argo Workflows to idiomatic ZenML pipelines with concept mapping, code translation, Kubernetes-native pattern flagging, and redesign guidance
zenml-databricks-migration Migrate Databricks Workflows (Lakeflow Jobs) to idiomatic ZenML pipelines with notebook refactoring, concept mapping, code translation, and unsupported pattern flagging
zenml-prefect-migration Migrate Prefect flows and workflows to idiomatic ZenML pipelines with concept mapping, dynamic-execution analysis, code translation, and unsupported pattern flagging
zenml-azureml-migration Migrate Azure Machine Learning SDK v2 pipelines to idiomatic ZenML pipelines with concept mapping, Azure-aware compute translation, code patterns, and unsupported pattern flagging
zenml-dagster-migration Migrate Dagster assets, ops, jobs, and asset-graph workflows to idiomatic ZenML pipelines with concept mapping, pipeline-boundary planning, code translation, and unsupported pattern flagging
zenml-flyte-migration Migrate Flyte workflows, tasks, and LaunchPlans to idiomatic ZenML pipelines with concept mapping, special-type planning, code translation, and unsupported pattern flagging
zenml-kedro-migration Migrate Kedro pipelines and projects to idiomatic ZenML pipelines with Data Catalog to artifact translation, concept mapping, code translation, and unsupported pattern flagging
zenml-metaflow-migration Migrate Metaflow flows to idiomatic ZenML pipelines with FlowSpec mapping, artifact translation, control-flow redesign notes, and unsupported pattern flagging
zenml-sagemaker-migration Migrate Amazon SageMaker Pipelines to idiomatic ZenML pipelines with concept mapping, artifact-model rewrites, runtime-setting translation, and unsupported pattern flagging
zenml-vertexai-migration Migrate Vertex AI Pipelines (KFP v2 / PipelineJob workflows) to idiomatic ZenML pipelines with concept mapping, artifact-contract translation, GCPC rewrite guidance, and unsupported pattern flagging

Read the full file on GitHub · 235 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 235 lines · 2,070 tokens per session scan A 2a29f14addc4

Subscribe to this mod's changes

skills CLAUDE.md is an instructions file published in the GitHub repository zenml-io/skills (6 stars, last pushed 2mo ago), licensed MIT. It adds 2,070 tokens to every session, about $0.0103 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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