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 30 more developer resources.

🌐 Visit website 📡 Source on GitHub

57.2/100 strong ▬ flat Agent 52/100 agent ready open core · Apache-2.0 Full breakdown ↓
scored 2026-09-08 · rubric v0.20.0

AccessFreemiumSelf serve⚡ Free to try

1 APIs 1 MCP Servers 1 Agent Skills

Artificial Intelligence Computer-Vision Deep Learning Machine-Learning Natural Language Processing Open-Source Transformers

Kin Score

Kin Score How this is scored →
scored 2026-09-08 · rubric v0.20.0

Composite quality — 57.2/100 · strong

Contract Quality 10.5 / 20

Developer Ergonomics 8.0 / 16

Access Clarity 9.7 / 16

Operational Transparency 3.8 / 10

Contract Governance 0.4 / 10

Discoverability 4.7 / 8

Open Source Surface 10.0 / 10

Create-or-Update Ergonomics 6.1 / 10

Agent readiness — 52/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

Documented Reversibility 6 / 6

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 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 6 / 6

Protected Resource Metadata 0 / 5

Registration Without a Human 6 / 6

Agentic Commerce Well-Known Document 0 / 5

Open Source Surface applies to this provider. This product is open source and we read its repository directly, so Open Source Surface carries 10 points of the composite. It is scored from what the repository actually publishes — a security policy, a contribution guide, a release history, a code of conduct — read live from the provider rather than inferred from our own catalog pointers. This facet adds; nothing was taken away to make room for it. An open-source project is not excused from the commercial facets, because exemption would strip it of the points it does earn. If we have the wrong repository, or this product is not open source, say so on your provider repo and we will drop the facet rather than have you publish against 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 80 points between them, because the conditional facet above carries the other 20. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 80% 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/hugging-face-transformers: 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 →

APIs 27

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

Hugging Face Transformers Library

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-lev...

Hugging Face Inference API

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...

Hugging Face Spaces API

API for deploying and managing machine learning applications and demos using Gradio, Streamlit, or Docker on Hugging Face Spaces.

Text Generation Inference (TGI)

High-performance inference server for large language models with continuous batching, token streaming, tensor parallelism, and OpenAI-compatible chat completions endpoints.

Hugging Face Transformers agentic-provisioning API

The following endpoints are for use with Agentic Provisioning Protocol.

Hugging Face Transformers auth API

The following endpoints get information about your currently used user based on the passed token.

Hugging Face Transformers buckets API

Git-free storage buckets for files, powered by Xet. Buckets provide simple file storage without git versioning.

Hugging Face Transformers collections API

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://hugg...

Hugging Face Transformers datasets API

Get information from all datasets on the Hub.

Hugging Face Transformers discussions API

The following endpoints manage discussions.

Hugging Face Transformers docs API

The following endpoints are for interacting with the Hub's documentation.

Hugging Face Transformers inference-endpoints API

Manage inference endpoints.

Hugging Face Transformers jobs API

The following endpoints manage jobs.

Hugging Face Transformers kernels API

Get information from all kernels on the Hub.

Hugging Face Transformers models API

Get information from all models on the Hub.

Hugging Face Transformers notifications API

The following endpoints fetch Hub notifications.

Hugging Face Transformers oauth API

The following endpoints are for use with OAuth.

Hugging Face Transformers orgs API

The following endpoints let you interact with Hub Organizations and their members.

Hugging Face Transformers papers API

The following endpoint gets information about papers.

Hugging Face Transformers repo-search API

The following endpoints help get information about models, datasets, and Spaces stored on the Hub.

Hugging Face Transformers repos API

The following endpoints manage repository settings like creating and deleting a repository.

Hugging Face Transformers resource-groups API

The following endpoints manage resource groups. Resource groups are a Team or Enterprise feature.

Hugging Face Transformers scim API

Use the SCIM API to control and manage your hub Enterprise organization manage members' access. ## Authentication - Must be organization owner - Use Access token with write perm...

Hugging Face Transformers spaces API

Get information from all Spaces on the Hub.

Hugging Face Transformers sql-console API

Get information from SQL Console embeds from a dataset.

Hugging Face Transformers users API

User accounts are the base authoring entity on the Hub

Hugging Face Transformers webhooks API

The following endpoints are for use with webhooks.

Scroll for all 27

Open Collections 25

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

API Collection

OPEN COLLECTION

Hub API Endpoints agentic-provisioning API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning auth API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning buckets API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning collections API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning datasets API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning discussions API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning docs API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning inference-endpoints API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning jobs API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning kernels API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning models API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning notifications API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning oauth API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning orgs API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning papers API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning repo-search API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning repos API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning resource-groups API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning scim API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning spaces API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning sql-console API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning users API

OPEN COLLECTION

Hub API Endpoints agentic-provisioning webhooks API

OPEN COLLECTION

Hub API Endpoints

OPEN COLLECTION

Scroll for all 25

MCP Servers 1

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

Hugging Face Transformers MCP Server

MCP SERVER

Agent Skills 1

Packaged agent skills for driving this provider's APIs from an AI assistant.

transformers-to-mlx

AGENT SKILL

Pricing Plans 1

Published pricing tiers and plan structures.

Hugging Face Transformers Plans Pricing

3 plans

PLANS

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.

Hugging Face Transformers Finops

FINOPS

Security Posture 3

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

Hugging Face Transformers Authentication

http/oauth2 · 2 schemes

SECURITY

Hugging Face Transformers Domain Security

TLSv1.3 · DNSSEC · DMARC

SECURITY

Hugging Face Transformers Vulnerability Disclosure

security.txt · contact published

SECURITY

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 2

Reference material describing how the API behaves

ContributionGuide

ContributionGuide

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 4

SDKs, sample code, and the tooling you integrate with

CodeOfConduct

CodeOfConduct

Packages

Packages

CLI

CLI

GitHubOrganization

GitHubOrganization

Access & Security 6

Authentication, authorization, and security posture

SecurityPolicy

SecurityPolicy

VulnerabilityDisclosure

VulnerabilityDisclosure

DomainSecurity

Authentication

OAuthScopes

SecurityTxt

Learn 1

Tutorials, courses, talks, and written guidance

YouTube

YouTube

Operate 3

Status, limits, changes, and where to get help

Releases

Releases

ChangeLog

ChangeLog

Discord

Discord

Commercial 3

Pricing, plans, and the legal terms of use

License

License

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
deliveryModel:
  model: open-core
  license: Apache-2.0
  open_source: true
  commercial: true
  callable_host: true
  label: Open core · an OSS project plus a commercial hosted product
  confidence: high
  source:
  - license
  - openapi
  - pricing
  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: 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
tags_raw:
- 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: '0.23'
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
  tags_raw:
  - 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:
  - Authentication
  tags_raw:
  - 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
  tags_raw:
  - 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:
  - Collection
  tags_raw:
  - 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
  tags_raw:
  - 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
  tags_raw:
  - 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
  tags_raw:
  - 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
  tags_raw:
  - 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:
  - Job
  tags_raw:
  - 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:
  - Kernel
  tags_raw:
  - 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
  tags_raw:
  - 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:
  - Notification
  tags_raw:
  - 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:
  - Authentication
  tags_raw:
  - 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:
  - Organization
  tags_raw:
  - 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
  tags_raw:
  - 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
  tags_raw:
  - 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
  tags_raw:
  - 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
  tags_raw:
  - 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
  tags_raw:
  - 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:
  - User
  tags_raw:
  - 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:
  - Webhook
  tags_raw:
  - 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: Releases
  url: https://github.com/huggingface/transformers/releases
- type: SecurityPolicy
  url: https://github.com/huggingface/transformers/blob/main/SECURITY.md
- type: CodeOfConduct
  url: https://github.com/huggingface/transformers/blob/main/CODE_OF_CONDUCT.md
- type: ContributionGuide
  url: https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md
- type: License
  name: Apache-2.0
  url: https://github.com/huggingface/transformers/blob/main/LICENSE
- 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

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