---
title: "zenml"
type: "tool"
slug: "zenml-io-zenml"
canonical_url: "https://www.graphcanon.com/tools/zenml-io-zenml"
github_url: "https://github.com/zenml-io/zenml"
homepage_url: "https://zenml.io"
stars: 5475
forks: 632
primary_language: "Python"
license: "Apache-2.0"
categories: ["llm-frameworks", "model-training", "inference-serving", "evaluation-observability"]
tags: ["automl", "data-science", "deep-learning", "genai", "agents", "llm", "agentops", "devops-tools"]
updated_at: "2026-07-07T18:40:02.572856+00:00"
---

# zenml

> One AI Platform From Pipelines to Agents

ZenML is a platform designed for ML or AI engineers to manage machine learning workflows (pipelines) across various infrastructure backends, supporting traditional ML and LLM workflows.

## Facts

- Repository: https://github.com/zenml-io/zenml
- Homepage: https://zenml.io
- Stars: 5,475 · Forks: 632 · Open issues: 131 · Watchers: 41
- Primary language: Python
- License: Apache-2.0
- Last pushed: 2026-07-07T16:26:41+00:00

## Categories

- [LLM Frameworks](/categories/llm-frameworks.md)
- [Model Training](/categories/model-training.md)
- [Inference & Serving](/categories/inference-serving.md)
- [Evaluation & Observability](/categories/evaluation-observability.md)

## Tags

automl, data-science, deep-learning, genai, agents, llm, agentops, devops-tools

## Related tools

- [ollama](/tools/ollama-ollama.md) - Get up and running with Kimi-K2.6, GLM-5.1, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models. (★ 175,659)
- [prompts.chat](/tools/f-prompts-chat.md) - The world's largest open-source prompt library for AI (★ 165,019)
- [transformers](/tools/huggingface-transformers.md) - 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models (★ 162,347)
- [langflow](/tools/langflow-ai-langflow.md) - Langflow is a powerful platform for building and deploying AI-powered agents and workflows. (★ 151,298)
- [open-webui](/tools/open-webui-open-webui.md) - User-friendly AI Interface (Supports Ollama, OpenAI API, ...) (★ 144,575)
- [awesome-llm-apps](/tools/shubhamsaboo-awesome-llm-apps.md) - 100+ AI Agent & RAG apps you can actually run — clone, customize, ship. (★ 116,702)
- [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) - Implement a ChatGPT-like LLM in PyTorch from scratch (★ 98,711)
- [TradingAgents](/tools/tauricresearch-tradingagents.md) - TradingAgents: Multi-Agents LLM Financial Trading Framework (★ 91,610)

## README (excerpt)

```text
<div align="center">

  
  <br />
    <a href="https://zenml.io">
      <img src="docs/book/.gitbook/assets/header.png" alt="ZenML Header">
    </a>
  <br />
  <div align="center">
    <h3 align="center">One AI Platform From Pipelines to Agents </h3>
  </div>

  [![PyPi][pypi-shield]][pypi-url]
  [![PyPi][pypiversion-shield]][pypi-url]
  [![PyPi][downloads-shield]][downloads-url]
  [![Contributors][contributors-shield]][contributors-url]
  [![License][license-shield]][license-url]

</div>


[pypi-shield]: https://img.shields.io/pypi/pyversions/zenml?color=281158
[pypi-url]: https://pypi.org/project/zenml/
[pypiversion-shield]: https://img.shields.io/pypi/v/zenml?color=361776
[downloads-shield]: https://img.shields.io/pepy/dt/zenml?color=431D93
[downloads-url]: https://pypi.org/project/zenml/
[contributors-shield]: https://img.shields.io/github/contributors/zenml-io/zenml?color=7A3EF4
[contributors-url]: https://github.com/zenml-io/zenml/graphs/contributors
[license-shield]: https://img.shields.io/github/license/zenml-io/zenml?color=9565F6
[license-url]: https://github.com/zenml-io/zenml/blob/main/LICENSE

<div align="center">
<p>
    <a href="https://zenml.io/projects">Projects</a> •
    <a href="https://zenml.io/roadmap">Roadmap</a> •
    <a href="https://docs.zenml.io/changelog">Changelog</a> •
    <a href="https://github.com/zenml-io/zenml/issues">Report Bug</a> •
    <a href="https://zenml.io/pro">Sign up for ZenML Pro</a> •
    <a href="https://www.zenml.io/blog">Blog</a> •
    <a href="https://docs.zenml.io/">Docs</a>
    <br />
    <br />
    🎉 For the latest release, see the <a href="https://docs.zenml.io/changelog">changelog</a>.
</p>
</div>

---

ZenML is built for ML or AI Engineers working on traditional ML use-cases, LLM workflows, or agents, in a company setting.

At it's core, ZenML allows you to write **workflows (pipelines)** that run on any **infrastructure backend (stacks)**. You can embed any Pythonic logic within these pipelines, like training a model, or running an agentic loop. ZenML then operationalizes your application by:

1. Automatically containerizing and tracking your code.
2. Tracking individual runs with metrics, logs, and metadata.
3. Abstracting away infrastructure complexity.
4. Integrating your existing tools and infrastructure e.g. MLflow, Langgraph, Langfuse, Sagemaker, GCP Vertex, etc.
5. Allowing you to quickly iterate on experiments with an observable layer, in development and in production.

...amongst many other features.

ZenML is used by thousands of companies to run their AI workflows. Here are some featured ones:

<div align="center">
  <a href="https://www.airbus.com/"><img src="https://cdn.prod.website-files.com/64a817a2e7e2208272d1ce30/66e826c67966c0e639be6591_airbus.svg" alt="Airbus" height="50"/></a>&nbsp;&nbsp;&nbsp;&nbsp;
  <a href="https://www.axa.com/"><img src="https://cdn.prod.website-files.com/64a817a2e7e2208272d1ce30/66c84308916684f0d07b57ff_axa-min.svg" alt="AXA" height="50"/></a>&nbsp;&nbsp;&nbsp;&nbsp;
  <a href="https://www.jetbrains.com/"><img src="https://cdn.prod.website-files.com/64a817a2e7e2208272d1ce30/682337dd23ca98ec293c2dc6_jetbrains-min.svg" alt="JetBrains" height="50"/></a>&nbsp;&nbsp;&nbsp;&nbsp;
  <a href="https://rivian.com/"><img src="https://cdn.prod.website-files.com/64a817a2e7e2208272d1ce30/66e9897d1b1dc28e560c0c07_rivian-min.svg" alt="Rivian" height="50"/></a>&nbsp;&nbsp;&nbsp;&nbsp;
  <a href="https://www.wisetechglobal.com/"><img src="https://cdn.prod.website-files.com/64a817a2e7e2208272d1ce30/65ddeac90f19eb6c4cd715f9_wisetech_logo-min.svg" alt="WiseTech Global" height="50"/></a>&nbsp;&nbsp;&nbsp;&nbsp;
  <a href="https://www.brevo.com/"><img src="https://cdn.prod.website-files.com/64a817a2e7e2208272d1ce30/652d3e5d29d36f927c2bb623_brevo.webp" alt="Brevo" height="50"/></a>
</div>
<div align="center">
  <a href="https://www.leroymerlin.com/"><img src="https://cdn.prod.website-files.com/64a817a2e7e2208272d1ce30/65ddeac9b83eea2954b5a561_leroy_mer
```

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/zenml-io-zenml`](/api/graphcanon/tools/zenml-io-zenml)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_