GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026
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Decision brief
ZenML is a comprehensive AI development platform that supports pipelines, agents, and operations from training to deployment, making it suitable for teams that require a unified solution for their AI lifecycle management
Good fit when
- When you need a unified platform that supports both pipelines and agents, allowing for seamless integration from training to deployment
- If your team is working with both PyTorch and TensorFlow and requires a platform that supports both frameworks
Avoid when
- If your project only requires a lightweight pipeline solution without the need for agent management or comprehensive lifecycle operations
- When you are looking for a platform that focuses solely on a specific aspect of AI development, such as only model training or only deployment, as ZenML offers a broader range of features that might b
- Pricing:
- freemium - Open-source under the Apache-2.0 license, with potential enterprise features or support available for a fee
- Requirements:
- Min 4 GB RAM; Requires Docker; Installation of ZenML with server capabilities requires additional dependencies
Observed Sep 18, 2026 · Source: enrich:decision_facts
Verify the decision
Maintenance and security
Full trust report- Maintenance
- Very active (0d since push)
- As of Sep 18, 2026
- Provenance
- Not a fork · Organization account
- As of Sep 18, 2026
- Security (OSV)
- No lockfile
- As of Sep 18, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install zenmlHow it fits your stack(3)
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Integrates
Relationship graph
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Similar tools
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Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
ZenML is a comprehensive platform for AI development, supporting pipelines, agents, and operations from training to deployment.
Capability facts
- Deploy
- Self-host
Source: dockerfile:docker-compose.yml · Sep 18, 2026
- Docker
- Dockerfile present
Source: dockerfile:docker-compose.yml · Sep 18, 2026
- CLI
- CLI entrypoint
Source: pyproject.toml:[project.scripts] · Sep 18, 2026
- Languages
- python
Source: github.language+pyproject.toml · Sep 18, 2026
Categories
Graph entities
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Sep 18, 2026)
pip install "zenml[server]" # pip install zenml will install a slimmer clientSource link
Tags
README
Install ZenML with server capabilities pip install "zenml[server]" pip install zenml will install a slimmer client 📜 License ZenML is distributed under the terms of the Apache License Version 2.0. See LICENSE for details. <div align="center" <a href="https://www.linuxfoundation....
For agents
This page has a .md twin and JSON over the API.