# Qwak

**Canonical:** https://apis.io/providers/qwak/  
**Website:** https://www.qwak.com/  
**APIs profiled:** 0

Qwak is an end-to-end production machine learning platform that lets data science and ML engineering teams build, train, deploy, monitor, and manage models with minimal engineering friction. The platform unifies MLOps, LLMOps, and a Feature Store, covering model registry and management, GPU/CPU training, production deployment as real-time API endpoints, batch inference or streaming, real-time monitoring and anomaly detection, LLM prompt management, and vector storage. Developers interact with the platform through the `qwak` CLI, the Python SDKs (qwak-sdk, qwak-core, qwak-inference), and a public Go SDK. Qwak was acquired by JFrog and rebranded JFrog ML; its documentation now lives on docs.jfrog.com and the successor SDK is `frogml`. Surfaced in the API Evangelist network as a portfolio company of Bessemer Venture Partners.

## Kin Score — 15.3 / 100 (emerging)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 15.3).

| Facet | Score |
|---|---|
| Discoverability | 50.0 |
| Contract Quality | 0.0 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 2.6 |
| Developer Ergonomics | 28.6 |
| Commercial Clarity | 21.1 |
| Access Clarity | 21.1 |

## Agent readiness — 8.5 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | no |
| Agentic Access | no |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | yes |
| 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

Self-serve signup — onboarding: self-serve, pricing: unknown, trial: no (confidence: medium).

## Security (2)

- **Qwak Authentication** — apiKey · 1 scheme
- **Qwak Domain Security** — TLSv1.3 · HSTS · DMARC

## Tags

Company, Ai Ml, Machine-Learning, MLOps, LLMOps, Feature Store, Model Deployment, Model Monitoring, Developer Tools

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