# MLflow REST API

**Canonical:** https://apis.io/apis/mlflow/mlflow-tracking-rest-api/  
**Provider:** MLflow — https://apis.io/providers/mlflow/  
**Base URL:** http://{tracking_server}/api/2.0/mlflow  
**Documentation:** https://mlflow.org/docs/latest/rest-api.html

MLflow REST API is one of 8 APIs that [MLflow](https://apis.io/providers/mlflow/) publishes on the [APIs.io](https://apis.io/) network. Tagged areas include REST, Experiments, Runs, Model Registry, and Artifacts. The published artifact set on APIs.io includes API documentation.

The MLflow tracking server exposes a REST API for experiments, runs, parameters, metrics, tags, registered models, model versions, model aliases, and artifacts, plus newer endpoints for traces, prompts, datasets, and the AI gateway. POST requests use `application/json`. Pagination via `max_results` / `page_token`. Authentication is deployment-specific (basic auth, OIDC, or none).

## Machine-readable artifacts (5)

- **Documentation** — https://mlflow.org/docs/latest/rest-api.html
- **SDKs** — https://mlflow.org/docs/latest/python_api/index.html
- **SDKs** — https://mlflow.org/docs/latest/java_api/index.html
- **SDKs** — https://mlflow.org/docs/latest/R-api.html
- **APIsJSON** — https://raw.githubusercontent.com/api-evangelist/mlflow/refs/heads/main/apis.yml

## Other MLflow APIs (7)

- [MLflow AI Gateway API](https://apis.io/apis/mlflow/mlflow-gateway-api/)
- [MLflow Artifacts API](https://apis.io/apis/mlflow/mlflow-artifacts-api/)
- [MLflow Experiments API](https://apis.io/apis/mlflow/mlflow-experiments-api/)
- [MLflow Metrics API](https://apis.io/apis/mlflow/mlflow-metrics-api/)
- [MLflow Model Versions API](https://apis.io/apis/mlflow/mlflow-model-versions-api/)
- [MLflow Registered Models API](https://apis.io/apis/mlflow/mlflow-registered-models-api/)
- [MLflow Runs API](https://apis.io/apis/mlflow/mlflow-runs-api/)

## Tags

REST, Experiments, Runs, Model Registry, Artifacts

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/apis/mlflow/mlflow-tracking-rest-api/). The API's provider profile, Kin Score and agent-readiness rating are at https://apis.io/providers/mlflow/.