Determined AI website screenshot

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.

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

🌐 Visit website📡 Profile data on GitHub
21.2/100 emerging ▬ flat Agent 18/100 agent aware Full breakdown ↓
scored 2026-10-17 · rubric v0.24.0
AccessFreemiumSelf serve⚡ Free to try
1 published contract
Artificial IntelligenceDeep LearningMachine LearningMLOps

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 Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
Composite quality — 21.2/100 · emerging
Contract Quality 7.7 / 19
Developer Ergonomics 3.4 / 15
Access Clarity 1.2 / 15
Operational Transparency 1.0 / 10
Contract Governance 0.0 / 9
Discoverability 3.6 / 8
Regulatory Posture 1.6 / 15
Create-or-Update Ergonomics 0.0 / 10
Agent readiness — 18/100 · 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
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/.
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 github.com/api-evangelist/determined-ai: open an issue to ask a question, or submit a pull request to add artifacts. 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.

MarketPositionDepthRegistered MCP serverDeclares compatibility
MLOps and AI/ML Infrastructure (LF AI & Data, MLPerf, Kubeflow) standard 17.2 (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.

APIs 8

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

Determined AI Authentication API

Log in to and out of the cluster

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 10

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

API Collection

OPEN COLLECTION

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 10

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

FinOps 1

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

Determined Ai Finops

FINOPS

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

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
LinkedIn
 Website
Website

Other 1

Properties that don't map to a standard resource type

CapabilityMap
CapabilityMap

Source (apis.yml)

apis.yml Raw ↑ 
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
  label: Freemium · Self-serve signup
  confidence: medium
  source:
  - plans
  - authentication
  - security
  generated: '2026-09-03'
  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

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