# Engine ML

**Canonical:** https://apis.io/providers/engine-ml/  
**Website:** https://engineml.com  
**APIs profiled:** 0

Engine ML was a machine-learning infrastructure startup (founded 2018, backed by Kleiner Perkins) that offered a hosted platform for distributed model training and experiment tracking. Its product surface centered on the `engine` command-line tool and the `eml` Python library, which let data scientists launch experiments, track code, system utilization, logs, and output files, and run image classifiers (PyTorch/TensorFlow/Keras) against datasets such as MNIST. The company appears to be defunct: engineml.com serves an empty page behind an expired TLS certificate (expired March 2023), the documentation site docs.engineml.com returns an empty S3 bucket, and the public GitHub organization (EngineML) has not been updated since 2020-2021. No live API, OpenAPI description, package-registry release, or reachable developer docs could be found. This profile preserves the historical identity and the still- live GitHub organization as the only verifiable surviving surface.

## Kin Score — 5.3 / 100 (minimal)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 5.3).

| Facet | Score |
|---|---|
| Discoverability | 50.0 |
| Contract Quality | 0.0 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 2.6 |
| Developer Ergonomics | 0.0 |
| Commercial Clarity | 0.0 |
| Access Clarity | 0.0 |

## Agent readiness — 0.0 (human-only)

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

## Access

Unknown — onboarding: unknown, pricing: unknown, trial: no (confidence: low).

## Security (1)

- **Engine Ml Domain Security** — no transport/DNS hardening detected

## Tags

Company, Artificial Intelligence, Machine-Learning, MLOps, Experiment Tracking, Distributed Training, Developer Tools, Defunct

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