Hugging Face Transformers

Hugging Face Transformers is an open-source machine learning library providing thousands of pretrained models and pipelines for Natural Language Processing, Computer Vision, Audio, and multimodal tasks. This index covers the Transformers library and the surrounding Hugging Face APIs that developers use to run inference, manage models, deploy demos, and serve LLMs at scale.

Hugging Face Transformers publishes 23 APIs on the APIs.io network, including agentic-provisioning API, auth API, buckets API, and 20 more. Tagged areas include Artificial Intelligence, Computer Vision, Deep Learning, Machine Learning, and Natural Language Processing.

Hugging Face Transformers’ developer surface includes authentication, changelog, CLI, engineering blog, documentation, YouTube channel, signup flow, and 25 more developer resources.

🌐 Visit website 📡 Source on GitHub

47.5/100 developing ▬ flat Agent 59/100 agent ready Full breakdown ↓
scored 2026-07-28 · rubric v0.6

AccessFreemiumSelf serve⚡ Free to try

27 APIs 1 MCP Servers 1 Agent Skills

Artificial IntelligenceComputer VisionDeep LearningMachine LearningNatural Language ProcessingOpen SourceTransformers

Kin Score

Kin Score How this is scored →
scored 2026-07-28 · rubric v0.6

Composite quality — 47.5/100 · developing

Contract Quality 11.5 / 25

Developer Ergonomics 7.4 / 20

Commercial Clarity 12.1 / 20

Operational Transparency 6.8 / 13

Governance 1.4 / 12

Discoverability 8.3 / 10

Agent readiness — 59/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

MCP Server 12 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 8 / 8

Request/Response Examples 7 / 7

Rate-Limit Signaling 7 / 7

Typed Event Surface 0 / 6

Agent Skills 5 / 5

Well-Known Catalog 4 / 4

Consent & Bot Identity 3 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/hugging-face-transformers: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

APIs 27

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

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Rate Limits 1

Documented rate limits and quota policies.

Hugging Face Transformers Rate Limits

5 limits

RATE LIMITS

FinOps 1

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

Scopes 1

OAuth scopes governing access to this provider's APIs.

Hugging Face Transformers Scopes

15 scopes · authorizationCode/deviceCode

15 scopes

SCOPES

Agentic Access 1

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

Hugging Face Transformers Agentic Access

283 operations · 152 acting · 2 human-in-the-loop

283 operations · 152 acting

AGENTIC

Resources

Get Started 1

Portal, sign-up, and the first successful call

Signup

Signup

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 5

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess

WellKnown

MCPServer

LLMsTxt

AgentSkills

Design & Contract 7

Pagination, idempotency, versioning, errors, and events

Conformance

ErrorCatalog

Lifecycle

Conventions

Components

DataModel

Rules

Scroll for all 7

Build 3

SDKs, sample code, and the tooling you integrate with

Packages

Packages

CLI

CLI

GitHubOrganization

GitHubOrganization

Access & Security 5

Authentication, authorization, and security posture

VulnerabilityDisclosure

VulnerabilityDisclosure

DomainSecurity

Authentication

OAuthScopes

SecurityTxt

Learn 1

Tutorials, courses, talks, and written guidance

YouTube

YouTube

Operate 2

Status, limits, changes, and where to get help

ChangeLog

ChangeLog

Discord

Discord

Commercial 2

Pricing, plans, and the legal terms of use

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 4

The organization behind the API

Website

Website

Blog

Blog

Twitter

Twitter

LinkedIn

Other 1

Properties that don't map to a standard resource type

Overlay

Overlay

Source (apis.yml)

aid: hugging-face-transformers
name: Hugging Face Transformers
description: Hugging Face Transformers is an open-source machine learning library providing thousands of pretrained models
  and pipelines for Natural Language Processing, Computer Vision, Audio, and multimodal tasks. This index covers the Transformers
  library and the surrounding Hugging Face APIs that developers use to run inference, manage models, deploy demos, and serve
  LLMs at scale.
type: Index
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  label: Freemium · Self-serve signup
  confidence: high
  source:
  - plans
  - authentication
  generated: '2026-07-22'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/hugging-face-transformers.png
tags:
- Artificial Intelligence
- Computer Vision
- Deep Learning
- Machine Learning
- Natural Language Processing
- Open Source
- Transformers
url: https://raw.githubusercontent.com/api-evangelist/hugging-face-transformers/refs/heads/main/apis.yml
created: '2024'
modified: '2026-06-20'
specificationVersion: '0.19'
apis:
- aid: hugging-face-transformers:transformers-library
  name: Hugging Face Transformers Library
  description: Open-source Python library that provides pretrained models, tokenizers, and pipelines for inference and fine-tuning
    across NLP, vision, audio, and multimodal tasks. The high-level pipeline API gives drop-in access to text generation,
    classification, translation, summarization, speech recognition, and many other tasks.
  humanURL: https://huggingface.co/docs/transformers/index
  tags:
  - Library
  - Open Source
  - Pipelines
  - Python
  properties:
  - type: Documentation
    url: https://huggingface.co/docs/transformers/index
  - type: GitHubRepository
    url: https://github.com/huggingface/transformers
  - type: Quick Tour
    url: https://huggingface.co/docs/transformers/quicktour
  - type: Task Guide
    url: https://huggingface.co/docs/transformers/task_summary
  - type: PyPI Package
    url: https://pypi.org/project/transformers/
  - type: Issues
    url: https://github.com/huggingface/transformers/issues
- aid: hugging-face-transformers:inference-api
  name: Hugging Face Inference API
  description: Serverless inference API for running predictions against thousands of models hosted on the Hugging Face Hub.
    Supports NLP, computer vision, audio, and multimodal tasks through a unified HTTP interface.
  humanURL: https://huggingface.co/docs/api-inference/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - Inference
  - Predictions
  - Serverless
  properties:
  - type: Documentation
    url: https://huggingface.co/docs/api-inference/index
  - type: Authentication
    url: https://huggingface.co/docs/api-inference/quicktour#authentication
  - type: Pricing
    url: https://huggingface.co/pricing
- aid: hugging-face-transformers:spaces-api
  name: Hugging Face Spaces API
  description: API for deploying and managing machine learning applications and demos using Gradio, Streamlit, or Docker on
    Hugging Face Spaces.
  humanURL: https://huggingface.co/spaces
  baseURL: https://huggingface.co/api/spaces
  tags:
  - Demos
  - Deployment
  - Gradio
  - Spaces
  - Streamlit
  properties:
  - type: Documentation
    url: https://huggingface.co/docs/hub/spaces-overview
  - type: Gradio Documentation
    url: https://gradio.app/docs/
  - type: Examples
    url: https://huggingface.co/spaces
- aid: hugging-face-transformers:text-generation-inference
  name: Text Generation Inference (TGI)
  description: High-performance inference server for large language models with continuous batching, token streaming, tensor
    parallelism, and OpenAI-compatible chat completions endpoints.
  humanURL: https://huggingface.co/docs/text-generation-inference/index
  tags:
  - Inference Server
  - LLM
  - Streaming
  - Text Generation
  properties:
  - type: Documentation
    url: https://huggingface.co/docs/text-generation-inference/index
  - type: GitHubRepository
    url: https://github.com/huggingface/text-generation-inference
  - type: APIReference
    url: https://huggingface.co/docs/text-generation-inference/basic_tutorials/consuming_tgi
  - type: Supported Models
    url: https://huggingface.co/docs/text-generation-inference/supported_models
- aid: hugging-face-transformers:hugging-face-transformers-agentic-provisioning-api
  name: Hugging Face Transformers agentic-provisioning API
  description: The following endpoints are for use with Agentic Provisioning Protocol.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - agentic-provisioning
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-agentic-provisioning-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-auth-api
  name: Hugging Face Transformers auth API
  description: The following endpoints get information about your currently used user based on the passed token.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - auth
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-auth-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-buckets-api
  name: Hugging Face Transformers buckets API
  description: Git-free storage buckets for files, powered by Xet. Buckets provide simple file storage without git versioning.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - buckets
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-buckets-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-collections-api
  name: Hugging Face Transformers collections API
  description: 'Use Collections to group repositories from the Hub (Models, Datasets, Spaces and Papers) on a dedicated page.


    You can learn more about it in the Collections [guide](https://huggingface.co/docs/hub/collections). Collections can also
    be managed using the Python client (see [guide](https://huggingface.co/docs/huggingface_hub/main/en/guides/collections)).'
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - collections
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-collections-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-datasets-api
  name: Hugging Face Transformers datasets API
  description: Get information from all datasets on the Hub.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - datasets
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-datasets-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-discussions-api
  name: Hugging Face Transformers discussions API
  description: The following endpoints manage discussions.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - discussions
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-discussions-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-docs-api
  name: Hugging Face Transformers docs API
  description: The following endpoints are for interacting with the Hub's documentation.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - docs
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-docs-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-inference-endpoints-api
  name: Hugging Face Transformers inference-endpoints API
  description: Manage inference endpoints.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - inference-endpoints
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-inference-endpoints-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-jobs-api
  name: Hugging Face Transformers jobs API
  description: The following endpoints manage jobs.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - jobs
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-jobs-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-kernels-api
  name: Hugging Face Transformers kernels API
  description: Get information from all kernels on the Hub.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - kernels
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-kernels-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-models-api
  name: Hugging Face Transformers models API
  description: Get information from all models on the Hub.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - models
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-models-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-notifications-api
  name: Hugging Face Transformers notifications API
  description: The following endpoints fetch Hub notifications.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - notifications
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-notifications-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-oauth-api
  name: Hugging Face Transformers oauth API
  description: The following endpoints are for use with OAuth.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - oauth
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-oauth-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-orgs-api
  name: Hugging Face Transformers orgs API
  description: The following endpoints let you interact with Hub Organizations and their members.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - orgs
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-orgs-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-papers-api
  name: Hugging Face Transformers papers API
  description: The following endpoint gets information about papers.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - papers
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-papers-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-repo-search-api
  name: Hugging Face Transformers repo-search API
  description: The following endpoints help get information about models, datasets, and Spaces stored on the Hub.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - repo-search
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-repo-search-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-repos-api
  name: Hugging Face Transformers repos API
  description: The following endpoints manage repository settings like creating and deleting a repository.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - repos
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-repos-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-resource-groups-api
  name: Hugging Face Transformers resource-groups API
  description: The following endpoints manage resource groups. Resource groups are a Team or Enterprise feature.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - resource-groups
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-resource-groups-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-scim-api
  name: Hugging Face Transformers scim API
  description: "Use the SCIM API to control and manage your hub Enterprise organization manage members' access.\n## Authentication\n\
    \n- Must be organization owner\n- Use Access token with write permission on organization\n- Organization must be Enterprise\
    \ Plus\n\n## Key Attribute Matching\n\n- Microsoft Entra ID (Azure AD)\n\t* SAML: `http://schemas.microsoft.com/identity/claims/objectidentifier`\n\
    \t* SCIM: `externalId`\n- Other Identity Providers\n\t* SAML: `NameID` or `unique identifier`\n\t* SCIM: `externalId`\n\
    \n## Supported SCIM User Attributes\n\n| Attribute | Description |\n|---|---|\n| `userName` | Username for the user |\n\
    | `name.givenName` | First name |\n| `name.familyName` | Last name |\n| `emails` | Array of user emails; we don't support\
    \ email types |\n| `externalId` | IDP provider's unique identifier |\n| `id` | Hugging Face SCIM endpoint identifier |\n\
    | `active` | Boolean for provisioning status |"
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - scim
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-scim-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-spaces-api
  name: Hugging Face Transformers spaces API
  description: Get information from all Spaces on the Hub.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - spaces
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-spaces-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-sql-console-api
  name: Hugging Face Transformers sql-console API
  description: Get information from SQL Console embeds from a dataset.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - sql-console
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-sql-console-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-users-api
  name: Hugging Face Transformers users API
  description: User accounts are the base authoring entity on the Hub
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - users
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-users-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
- aid: hugging-face-transformers:hugging-face-transformers-webhooks-api
  name: Hugging Face Transformers webhooks API
  description: The following endpoints are for use with webhooks.
  humanURL: https://huggingface.co/docs/transformers/index
  baseURL: https://api-inference.huggingface.co
  tags:
  - webhooks
  properties:
  - type: OpenAPI
    url: openapi/hugging-face-transformers-webhooks-api-openapi.yml
  - type: Documentation
    url: https://huggingface.co/docs/huggingface_hub/index
  - type: Python Client
    url: https://huggingface.co/docs/huggingface_hub/package_reference/overview
  - type: JavaScript Client
    url: https://huggingface.co/docs/huggingface.js/index
  - type: APIReference
    url: https://huggingface.co/docs/hub/api
  - type: GitHub
    url: https://github.com/huggingface/huggingface_hub
common:
- type: AgenticAccess
  url: agentic-access/hugging-face-transformers-agentic-access.yml
- type: VulnerabilityDisclosure
  url: security/hugging-face-transformers-vulnerability-disclosure.yml
- type: DomainSecurity
  url: security/hugging-face-transformers-domain-security.yml
- type: Authentication
  url: authentication/hugging-face-transformers-authentication.yml
- type: OAuthScopes
  url: scopes/hugging-face-transformers-scopes.yml
- type: Packages
  url: packages/hugging-face-transformers-packages.yml
- type: WellKnown
  url: well-known/hugging-face-transformers-well-known.yml
- type: SecurityTxt
  url: well-known/hugging-face-transformers-security.txt
- type: MCPServer
  url: mcp/hugging-face-transformers-mcp.yml
- type: LLMsTxt
  url: llms/hugging-face-transformers-llms.txt
- type: Overlay
  url: overlays/hugging-face-transformers-hub-overlay.yaml
- type: Conformance
  url: conformance/hugging-face-transformers-conformance.yml
- type: ErrorCatalog
  url: errors/hugging-face-transformers-problem-types.yml
- type: Lifecycle
  url: lifecycle/hugging-face-transformers-lifecycle.yml
- type: Conventions
  url: conventions/hugging-face-transformers-conventions.yml
- type: ChangeLog
  url: changelog/hugging-face-transformers-changelog.yml
- type: CLI
  url: cli/hugging-face-transformers-cli.yml
- type: Components
  url: components/hugging-face-transformers-components.yml
- type: DataModel
  url: data-model/hugging-face-transformers-data-model.yml
- type: Website
  url: https://huggingface.co
- type: Blog
  url: https://huggingface.co/blog
- type: Documentation
  url: https://huggingface.co/docs
- type: Discord
  url: https://discord.gg/hugging-face
- type: GitHubOrganization
  url: https://github.com/huggingface
- type: Twitter
  url: https://twitter.com/huggingface
- type: LinkedIn
  url: https://www.linkedin.com/company/huggingface
- type: YouTube
  url: https://www.youtube.com/c/HuggingFace
- type: TermsOfService
  url: https://huggingface.co/terms-of-service
- type: PrivacyPolicy
  url: https://huggingface.co/privacy
- type: Signup
  url: https://huggingface.co/join
- type: Rules
  url: https://raw.githubusercontent.com/api-evangelist/hugging-face-transformers/refs/heads/main/hugging-face-transformers-rules.yml
- type: Integrations
  url: https://huggingface.co/integrations
- name: Agent Skills
  url: https://github.com/huggingface/transformers-to-mlx
  type: AgentSkills
integrations:
- name: models 0
- name: datasets 0
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com