Determined AI

Determined helps deep learning teams train models more quickly, easily share GPU resources, and effectively collaborate. Determined allows deep learning engineers to focus on building and training models at scale, without needing to worry about DevOps or writing custom code for common tasks like fault tolerance or experiment tracking. It bridges the gap between tools like TensorFlow and PyTorch for single researchers to the challenges that arise when doing deep learning at scale.

Determined AI publishes 8 API contracts indexed on the APIs.io network, including Authentication API, Checkpoints API, Cluster API, and 5 more. Tagged areas include Artificial Intelligence, Deep Learning, Machine Learning, and MLOps.

The Determined AI catalog on APIs.io includes 1 Spectral governance ruleset.

Determined AI’s developer surface includes authentication, documentation, and 10 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

22.8/100 emerging ▬ flat Agent 20/100 agent aware Heartbeat 76/100 alive Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

AccessFreemiumSelf serve⚡ Free to try

1 published contract

Artificial Intelligence Deep Learning Machine Learning MLOps

What this lets a business do 1

Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →

Information & Data Management

BC-610

CheckpointsExperimentsModels

GET /api/v1/models GET /api/v1/experiments GET /api/v1/checkpoints/{checkpointUuid}

Kin Score

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

Composite quality — 22.8/100 · emerging

Contract Quality 7.7 / 19

Developer Ergonomics 3.4 / 15

Access Clarity 1.2 / 15

Operational Transparency 1.0 / 10

Contract Governance 1.2 / 9

Discoverability 3.6 / 8

Regulatory Posture 1.6 / 15

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 20/100 · agent aware

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 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 7 / 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 applies to this provider. This API accepts writes, so it carries 10 points of the composite. It is scored from the published contracts themselves: whether a caller can create-or-update in one call, whether the write accepts a key the caller already holds, and whether the response says which branch ran. Without that, every write needs a search-and-branch in front of it, and the first time that check is skipped a duplicate record is created. Scored against the observed mean rather than raw — a provider at the catalog average is unchanged by this facet, not penalised by it.

The six quality facets above are damped to 75 points between them, because the conditional facet above carries the other 25. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 75% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

Show this score on your site.

It updates itself when the score changes. Paste this where you link to your API docs:

<a href="https://apis.io/providers/determined-ai/"><img src="https://apis.io/badge/determined-ai/card.svg" alt="Determined AI on APIs.io — Kin Score by API Evangelist"></a>

Other styles, a README pill and a shields.io endpoint are on the badge page.

Raise your score.

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

MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
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
Request/Response Examples +7 pts — share of operations carrying request/response examples; else an Examples / Code Samples link
Registration Without a Human +6 pts — a `registration_endpoint` in the served RFC 8414 / OIDC discovery document

9 more unmet checks in the Agent Readiness table above.

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

Access Clarity scores 7.9 — up to +18.4 composite points
Developer Ergonomics scores 22.6 — up to +15.5 composite points
Contract Quality scores 41.0 — up to +14.8 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/determined-ai/apis.yml: open an issue on github.com/api-evangelist/determined-ai 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 →

Markets this provider is in provisional

The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.

Market	Position	Depth	Registered MCP server	Declares compatibility
MLOps and AI/ML Infrastructure (LF AI & Data, MLPerf, Kubeflow)	standard	34.5 (thin)	-	-
Hugging Face Hub Organisations	standard	34.5 (thin)	-	-

Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.

Standards implemented 1

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

OpenAPI

measured — observed by APIs.io (published)

APIs 8

Individual APIs this provider publishes, each with its own machine-readable definition.

Determined AI Authentication API

Determined AI Checkpoints API

Manage checkpoints

Determined AI Cluster API

Manage cluster components

Determined AI Experiments API

Manage experiments

Determined AI Models API

Manage models

Determined AI Templates API

Manage templates

Determined AI Tokens API

Manage tokens

Determined AI Users API

Manage users

Scroll for all 8

Open Collections 9

Open, tool-agnostic API collections (OpenAPI-derived and Bruno).

Determined AI REST Authentication API

OPEN COLLECTION

Determined AI REST Authentication Checkpoints API

OPEN COLLECTION

Determined AI REST Authentication Cluster API

OPEN COLLECTION

Determined AI REST Authentication Experiments API

OPEN COLLECTION

Determined AI REST Authentication Models API

OPEN COLLECTION

Determined AI REST Authentication Templates API

OPEN COLLECTION

Determined AI REST Authentication Tokens API

OPEN COLLECTION

Determined AI REST Authentication Users API

OPEN COLLECTION

Determined AI REST API

OPEN COLLECTION

Scroll for all 9

Determined AI API pricing

Not yet checked against Determined AI's own pricing page. Compiled by API Evangelist on 2026-05-04; confirm before you rely on a figure. A free plan or tier is listed.

Plan	Price
Free freemium	Free
Professional paid	Free
Enterprise enterprise	—

Plan details, limits and sources →

Rate limits

Free Tier Default: 10 requests per minute
Free Tier Monthly Quota: 1000 requests per month
Professional Tier Default: 100 requests per minute

Compiled by API Evangelist, not yet checked against Determined AI's documentation. All 5 limits →

Pricing Plans 1

Published pricing tiers and plan structures.

Determined Ai Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Determined Ai Rate Limits

5 limits

RATE LIMITS

Service Levels 1

Uptime the provider promises or reports, as SLA4OAI. Read from its own pages; APIs.io runs no monitors.

Determined AI

SLA

FinOps 1

Cost, billing, and metering signals for API financial operations.

Determined Ai Finops

FINOPS

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Determined AI API Rules

59 rules · 57 errors 1 warnings 1 info

SPECTRAL

Security Posture 2

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

Determined Ai Authentication

http · 1 scheme

SECURITY

Determined Ai Domain Security

DMARC

SECURITY

Agentic Access 1

Recommended x-agentic-access execution contracts for AI agents.

Determined Ai Agentic Access

10 operations · 2 acting

AGENTIC

Resources

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess

AgenticAccess

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 2

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Authentication

Authentication

Operate 1

Status, limits, changes, and where to get help

RateLimits

RateLimits

Commercial 3

Pricing, plans, and the legal terms of use

Plans

Plans

FinOps

FinOps

License

License

Company 2

The organization behind the API

LinkedIn

Website

Website

Other 1

Properties that don't map to a standard resource type

CapabilityMap

CapabilityMap

Source (apis.yml)

aid: determined-ai
name: Determined AI
description: Determined helps deep learning teams train models more quickly, easily share GPU resources, and effectively collaborate.
  Determined allows deep learning engineers to focus on building and training models at scale, without needing to worry about
  DevOps or writing custom code for common tasks like fault tolerance or experiment tracking. It bridges the gap between tools
  like TensorFlow and PyTorch for single researchers to the challenges that arise when doing deep learning at scale.
type: Index
deliveryModel:
  model: unknown
  open_source: false
  commercial: false
  callable_host: false
  label: Delivery model not determined — needs a product licence on record
  confidence: low
  source:
  - openapi
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  gated: none
  gated_source:
  - onboarding
  label: Freemium · Self-serve signup
  confidence: medium
  source:
  - plans
  - authentication
  - security
  generated: '2026-11-06'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/determined-ai.png
tags:
- Artificial Intelligence
- Deep Learning
- Machine Learning
- MLOps
tags_raw:
- Artificial Intelligence
- Deep Learning
- Machine Learning
- MLOps
- Machine-Learning
url: https://raw.githubusercontent.com/api-evangelist/determined-ai/refs/heads/main/apis.yml
created: '2024-07-02'
modified: '2026-05-19'
specificationVersion: '0.23'
apis:
- aid: determined-ai:determined-ai-authentication-api
  name: Determined AI Authentication API
  description: Log in to and out of the cluster
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - Authentication
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-authentication-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
- aid: determined-ai:determined-ai-checkpoints-api
  name: Determined AI Checkpoints API
  description: Manage checkpoints
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - Checkpoints
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-checkpoints-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
- aid: determined-ai:determined-ai-cluster-api
  name: Determined AI Cluster API
  description: Manage cluster components
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - Cluster
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-cluster-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
- aid: determined-ai:determined-ai-experiments-api
  name: Determined AI Experiments API
  description: Manage experiments
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - Experiments
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-experiments-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
- aid: determined-ai:determined-ai-models-api
  name: Determined AI Models API
  description: Manage models
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - Models
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-models-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
- aid: determined-ai:determined-ai-templates-api
  name: Determined AI Templates API
  description: Manage templates
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - Templates
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-templates-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
- aid: determined-ai:determined-ai-tokens-api
  name: Determined AI Tokens API
  description: Manage tokens
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - Tokens
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-tokens-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
- aid: determined-ai:determined-ai-users-api
  name: Determined AI Users API
  description: Manage users
  humanURL: https://docs.determined.ai/latest/rest-api/index.html
  tags:
  - User
  tags_raw:
  - Users
  properties:
  - type: OpenAPI
    url: openapi/determined-ai-users-api-openapi.yml
  - type: Documentation
    url: https://docs.determined.ai/latest/rest-api/index.html
  - type: GettingStarted
    url: https://docs.determined.ai/latest/get-started/index.html
  - type: Source Code
    url: https://github.com/determined-ai/determined
common:
- type: Plans
  url: plans/determined-ai-plans-pricing.yml
- type: RateLimits
  url: rate-limits/determined-ai-rate-limits.yml
- type: FinOps
  url: finops/determined-ai-finops.yml
- type: CapabilityMap
  url: capabilities/determined-ai-capability-edges.yml
  name: Determined AI Business Capability Map
- type: AgenticAccess
  url: agentic-access/determined-ai-agentic-access.yml
- type: DomainSecurity
  url: security/determined-ai-domain-security.yml
- type: Authentication
  url: authentication/determined-ai-authentication.yml
- type: LinkedIn
  url: https://www.linkedin.com/company/determined-ai
- type: Website
  url: https://www.determined.ai/
- type: Documentation
  url: https://docs.determined.ai/
- type: GitHubOrganization
  url: https://github.com/determined-ai
- type: License
  url: https://github.com/determined-ai/determined/blob/main/LICENSE
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

Determined AI API — frequently asked questions

Does Determined AI have an API?

Yes. APIs.io lists 8 APIs from Determined AI, including Determined AI Authentication API, Determined AI Checkpoints API and Determined AI Cluster API, and 5 more.

Is there an OpenAPI specification for the Determined AI API?

Yes. APIs.io indexes 8 OpenAPI specifications for Determined AI, each linked for download from this page.

How do I authenticate with the Determined AI API?

Determined AI uses bearer-token authentication (http · 1 scheme). The details are profiled on APIs.io as Determined Ai Authentication.

How much does the Determined AI API cost?

APIs.io lists 3 pricing plans for Determined AI, with each plan's price, limits and inclusions under Pricing on this page.

Is the Determined AI API ready for AI agents?

Determined AI has a Kin Score of 22.8 out of 100 (emerging) and an Agent Readiness score of 19.6 (agent-aware), scored by API Evangelist on 2026-11-06.

Work with this as data

Every provider here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for providers

9 MCP tools reach this

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.

All 92 tools →

Call it yourself

curl for this page

This provider

curl "https://apis.io/api/v1/providers/determined-ai"

All providers

curl "https://apis.io/api/v1/providers?limit=25"

Every operation they expose

curl "https://apis.io/api/v1/providers/determined-ai/operations?limit=25"

How their score was established

curl "https://apis.io/api/v1/providers/determined-ai/evidence"

Calls without X-API-Key need no key. Calls with it need a paid plan — get a key.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.