Qwak

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.

Qwak is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Machine Learning, MLOps, and LLMOps.

Qwak’s developer surface includes documentation, engineering blog, pricing, signup flow, CLI, authentication, and 10 more developer resources.

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21.3/100 emerging ▬ flat Agent 3/100 human only Front door AI 6/6 dominant Heartbeat 13/100 dormant saas Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

AccessPaid

0 APIs

Company Artificial Intelligence Machine Learning MLOps LLMOps Feature Store Model Deployment Model Monitoring Developer Tools

Kin Score

Kin Score How this is scored →
scored 2026-11-06 · rubric v0.27.0

Composite quality — 21.3/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 4.9 / 17

Access Clarity 8.9 / 17

Operational Transparency 0.3 / 11

Contract Governance 0.0 / 10

Discoverability 4.1 / 9

Regulatory Posture 2.2 / 15

Agent readiness — 3/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 0 / 6

Protected Resource Metadata 0 / 5

Registration Without a Human 0 / 6

Agentic Commerce Well-Known Document 0 / 5

Pagination 5 / 5

Distinct Operations 3 / 3

MCP Tool Quality 6 / 6

Regulatory Posture applies to this provider. Its tags matched the Horizontal (data, software, accessibility, platform) regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.

Create-or-Update Ergonomics could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.

The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

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Agent readiness — checks not met, largest first (exact, from this profile):

Machine-Readable Contract +18 pts — api_specs includes an OpenAPI document
MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author
Idempotency +9 pts — OpenAPI mutating operations declare an idempotency key — a header, a request-body property, or a named de-duplication token whose own description says so (verified); else common[].type matches /idempoten/i (documented)
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0

12 more unmet checks in the Agent Readiness table above.

Kin Score — facets with the most composite points still available (weight × headroom):

Contract Quality scores 0.0 — up to +25.0 composite points
Developer Ergonomics scores 28.6 — up to +14.3 composite points
Operational Transparency scores 2.6 — up to +12.7 composite points

Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from the provider profile at artifacts.apis.io/qwak/apis.yml: open an issue on github.com/api-evangelist/qwak to ask a question or point us at an artifact you publish. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

Qwak API pricing

Prices published by Qwak, read 2026-10-07 from jfrog.com/pricing/?tab=mlops.

Plan	Price
Pro (SaaS)	$150/ Month Includes: 25 GB Base Consumption
Pro (SaaS) limited time offer	$50/ Month Includes: 25 GB Base Consumption
Enterprise X (SaaS)	Starting at: $950/ Month Includes: 125 GB Base Consumption
Enterprise + (SaaS)	Custom Pricing: Let's Talk Includes: Custom consumption
Pro X (Self-Managed)	Starting at $27,000/ Year Includes: 1 Server \| 24/7 SLA Support
Enterprise X (Self-Managed)	Starting at: $51,000/ Year Includes: 3 Servers \| 24/7 SLA Support
Enterprise + (Self-Managed)	Custom Pricing: Let's Talk Includes: 6 Servers \| Multisite Federation and Distribution

Plan details, limits and sources →

Pricing Plans 1

Published pricing tiers and plan structures.

Qwak Plans Pricing

7 plans

PLANS

Security Posture 2

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Qwak Authentication

apiKey · 1 scheme

SECURITY

Qwak Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Resources

Get Started 3

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

SignUp

SignUp

Login

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Build 4

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

Packages

SDKs

CLI

Access & Security 2

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Authentication

Authentication

Commercial 3

Pricing, plans, and the legal terms of use

Plans

Plans

Pricing

Pricing

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Other 1

Properties that don't map to a standard resource type

ParentCompany

ParentCompany

Source (apis.yml)

aid: qwak
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: false
  label: Hosted service · you call their endpoint
  confidence: medium
  source:
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: paid
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Paid
  confidence: medium
  source:
  - plans
  - authentication
  - security
  generated: '2026-11-06'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/qwak.png
name: Qwak
description: 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.
url: https://raw.githubusercontent.com/api-evangelist/qwak/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- bessemer-venture-partners
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-20'
x-docs-platform: readme
x-docs-platform-confidence: high
x-docs-platform-checked: 2026-10-04
tags:
- Company
- Artificial Intelligence
- Machine Learning
- MLOps
- LLMOps
- Feature Store
- Model Deployment
- Model Monitoring
- Developer Tools
tags_raw:
- Company
- Ai Ml
- Machine Learning
- MLOps
- LLMOps
- Feature Store
- Model Deployment
- Model Monitoring
- Developer Tools
- Machine-Learning
apis: []
x-enrichment:
  date: '2026-07-20'
  status: enriched
  artifacts_added: 4
  pass: local-v1
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Plans
  url: plans/qwak-plans-pricing.yml
- type: ParentCompany
  url: https://apis.io/providers/jfrog/
  name: JFrog
  x-relationship: acquired
  x-evidence: Qwak was acquired by JFrog and rebranded JFrog ML; its documentation now lives on docs.
- type: DomainSecurity
  url: security/qwak-domain-security.yml
- type: Website
  url: https://www.qwak.com/
- type: DeveloperPortal
  url: https://docs.qwak.com/docs
- type: Documentation
  url: https://docs.qwak.com/docs
- type: GitHubOrganization
  url: https://github.com/qwak-ai
- type: Blog
  url: https://www.qwak.com/blog
- type: Pricing
  url: https://www.qwak.com/pricing
- type: SignUp
  url: https://app.qwak.ai
- type: Login
  url: https://app.qwak.ai
- type: PrivacyPolicy
  url: https://www.qwak.com/privacy-policy
- type: Packages
  url: packages/qwak-packages.yml
- type: SDKs
  url: packages/qwak-packages.yml
- type: CLI
  url: cli/qwak-cli.yml
- type: Authentication
  url: authentication/qwak-authentication.yml

Qwak API — frequently asked questions

How do I authenticate with the Qwak API?

Qwak uses bearer-token authentication (apiKey · 1 scheme). The details are profiled on APIs.io as Qwak Authentication.

How much does the Qwak API cost?

Qwak publishes its prices; its Pro (SaaS) plan is $150/ Month as of 2026-10-07. APIs.io lists 7 pricing plans for Qwak, with each plan's price, limits and inclusions under Pricing on this page.

Is the Qwak API ready for AI agents?

Qwak has a Kin Score of 21.3 out of 100 (emerging) and an Agent Readiness score of 2.5 (human-only), scored by API Evangelist on 2026-11-06.

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Tools for providers

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find_providersBrowse and filter every provider in the catalog.
get_provider_artifactsEvery artifact this provider publishes, grouped by type.
get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.
get_provider_toolsEvery MCP tool they ship, with the operation each wraps.
get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
get_provider_ratingPRO — composite, band, trend and facet scores.
apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
resolveTurn a domain, URL or GitHub org into the provider it belongs to.
find_cohortsEvery scored population of providers in the catalog.

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