# ZenML

**Canonical:** https://apis.io/providers/zenml/  
**Website:** https://www.zenml.io/  
**APIs profiled:** 14

ZenML is an open-source MLOps and LLMOps framework that unifies machine learning and generative AI workflows through a single orchestration, versioning, and governance layer. It provides a Python SDK, CLI, REST API, and server for managing pipelines, stacks, artifacts, models, and deployments across any infrastructure backend, with 60+ integrations spanning orchestrators, ML frameworks, GenAI tools, cloud storage, and experiment tracking platforms.

## Kin Score — 51.5 / 100 (developing)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 51.5).

| Facet | Score |
|---|---|
| Discoverability | 72.2 |
| Contract Quality | 59.8 |
| Governance | 9.8 |
| Contract Governance | 9.8 |
| Operational Transparency | 44.7 |
| Developer Ergonomics | 64.3 |
| Commercial Clarity | 47.4 |
| Access Clarity | 47.4 |

## Agent readiness — 37.4 (agent-ready)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | derived |
| Reversibility Documented | no |
| MCP Server | documented |
| Auth Clarity | yes |
| Idempotency | no |
| Error Semantics | no |
| OpenAPI Examples | no |
| Rate Limit Signal | documented |
| Event Surface Described | no |
| Agent Skills | yes |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | no |

## Access

Freemium · Self-serve signup — onboarding: self-serve, pricing: freemium, trial: no (confidence: high).

## APIs (14)

- **ZenML Pro REST API** — The ZenML Pro REST API extends the OSS API with managed control-plane features for teams, including organization and tenant management, role-based access control, audit logs, an...
- **ZenML Artifacts API** — Artifact metadata and versions produced by pipeline runs
- **ZenML Auth API** — Authentication and token management
- **ZenML Deployments API** — Pipeline deployments
- **ZenML Models API** — Registered models and their versions
- **ZenML Pipeline Runs API** — Pipeline run instances and their steps
- **ZenML Pipelines API** — ML pipeline definitions
- **ZenML Projects API** — Project workspaces
- **ZenML Schedules API** — Scheduled pipeline runs
- **ZenML Secrets API** — Encrypted secret storage
- **ZenML Service Connectors API** — Connectors to external infrastructure providers
- **ZenML Stack Components API** — Individual stack components such as orchestrators, artifact stores, and experiment trackers
- **ZenML Stacks API** — ZenML stacks and their components
- **ZenML Users API** — User accounts

## MCP servers (1)

- **MCP Server**

## Agentic access (1)

- **Zenml Agentic Access** — 25 operations · 7 acting

## Security (2)

- **Zenml Authentication** — http · 1 scheme
- **Zenml Domain Security** — TLSv1.3 · HSTS · DMARC

## Plans (1)

- **Zenml Plans Pricing**

## Tags

Artificial Intelligence, Machine-Learning, MLOps, LLMOps, Pipelines, Open-Source, Python

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/zenml/). Scores are computed from the provider's own public artifacts under a published rubric.