glhf

glhf (glhf.chat) runs almost any open-source large language model on demand through an auto-scaling GPU scheduler built on vLLM. Any Hugging Face repository can be served by passing its identifier as hf:org/model to an OpenAI-compatible REST API, giving access to models like Llama, Qwen, and Mixtral without self-hosting.

glhf publishes 2 APIs on the APIs.io network: Chat API and Models API. Tagged areas include Artificial Intelligence, LLM, Inference, Open Source Models, and Hugging Face.

The glhf catalog on APIs.io includes 1 event-driven AsyncAPI specification and 1 Spectral governance ruleset.

glhf’s developer surface includes authentication, documentation, and 7 more developer resources.

🌐 Visit website 📡 Source on GitHub

38.0/100 thin ▬ flat Agent 32/100 agent ready saas Full breakdown ↓
scored 2026-09-08 · rubric v0.20.0

AccessFreeSelf serve⚡ Free to try

1 APIs

Artificial Intelligence LLM Inference Open Source Models Hugging Face

Kin Score

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

Composite quality — 38.0/100 · thin

Contract Quality 14.7 / 23

Developer Ergonomics 3.9 / 18

Access Clarity 5.2 / 18

Operational Transparency 3.7 / 12

Contract Governance 1.2 / 11

Discoverability 6.2 / 9

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 32/100 · agent ready

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 8 / 8

Request/Response Examples 7 / 7

Rate-Limit Signaling 7 / 7

Typed Event Surface 6 / 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

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.

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/glhf-chat: 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 2

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

glhf Chat API

The Chat API from glhf — 1 operation(s) for chat.

glhf Models API

The Models API from glhf — 1 operation(s) for models.

Open Collections 4

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

API Collection

OPEN COLLECTION

glhf Chat API

OPEN COLLECTION

glhf Chat Models API

OPEN COLLECTION

glhf API

OPEN COLLECTION

Pricing Plans 1

Published pricing tiers and plan structures.

Glhf Chat Plans Pricing

2 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Glhf Chat Rate Limits

3 limits

RATE LIMITS

FinOps 1

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

Glhf Chat Finops

FINOPS

Event Specifications 1

AsyncAPI definitions for this provider's event-driven and streaming APIs.

glhf Chat Completions Streaming (HTTP + SSE)

AsyncAPI 2.6 description of glhf's (glhf.chat) **chat completion streaming** surface. glhf does not publish a WebSocket API. Its OpenAI-compatible REST API exposes chat completi...

ASYNCAPI

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

glhf API Rules

4 rules · 1 errors 3 warnings

SPECTRAL

Security Posture 2

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

Glhf Chat Authentication

http · 1 scheme

SECURITY

Glhf Chat Domain Security

TLSv1.3

SECURITY

Agentic Access 1

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

Glhf Chat Agentic Access

2 operations · 1 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

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 2

Pricing, plans, and the legal terms of use

Plans

Plans

FinOps

FinOps

Company 2

The organization behind the API

LinkedIn

Website

Website

Source (apis.yml)

aid: glhf-chat
url: https://raw.githubusercontent.com/api-evangelist/glhf-chat/refs/heads/main/apis.yml
name: glhf
kind: company
description: glhf (glhf.chat) runs almost any open-source large language model on demand through an auto-scaling GPU scheduler
  built on vLLM. Any Hugging Face repository can be served by passing its identifier as hf:org/model to an OpenAI-compatible
  REST API, giving access to models like Llama, Qwen, and Mixtral without self-hosting.
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: true
  label: Hosted service · you call their endpoint
  confidence: high
  source:
  - openapi
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: free
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  label: Free · 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/glhf-chat.png
tags:
- Artificial Intelligence
- LLM
- Inference
- Open Source Models
- Hugging Face
tags_raw:
- AI
- LLM
- Inference
- Open Source Models
- Hugging Face
created: '2026-06-21'
modified: '2026-06-21'
specificationVersion: '0.23'
apis:
- aid: glhf-chat:glhf-chat-chat-api
  name: glhf Chat API
  description: The Chat API from glhf — 1 operation(s) for chat.
  humanURL: https://glhf.chat/users/settings/api
  baseURL: https://glhf.chat/api/openai/v1
  tags:
  - Chat
  properties:
  - type: OpenAPI
    url: openapi/glhf-chat-chat-api-openapi.yml
  - type: Documentation
    url: https://glhf.chat/users/settings/api
  - type: APIReference
    url: https://glhf.chat/users/settings/api
  - type: AsyncAPI
    url: asyncapi/glhf-chat-asyncapi.yml
  - type: Postman
    url: collections/glhf-chat.postman_collection.json
- aid: glhf-chat:glhf-chat-models-api
  name: glhf Models API
  description: The Models API from glhf — 1 operation(s) for models.
  humanURL: https://glhf.chat/users/settings/api
  baseURL: https://glhf.chat/api/openai/v1
  tags:
  - Models
  properties:
  - type: OpenAPI
    url: openapi/glhf-chat-models-api-openapi.yml
  - type: Documentation
    url: https://glhf.chat/users/settings/api
  - type: APIReference
    url: https://glhf.chat/users/settings/api
  - type: AsyncAPI
    url: asyncapi/glhf-chat-asyncapi.yml
  - type: Postman
    url: collections/glhf-chat.postman_collection.json
common:
- type: AgenticAccess
  url: agentic-access/glhf-chat-agentic-access.yml
- type: DomainSecurity
  url: security/glhf-chat-domain-security.yml
- type: Authentication
  url: authentication/glhf-chat-authentication.yml
- type: LinkedIn
  url: https://www.linkedin.com/company/glhf-chat
- type: Website
  url: https://glhf.chat
- type: Documentation
  url: https://glhf.chat/users/settings/api
- type: Plans
  url: plans/glhf-chat-plans-pricing.yml
- type: RateLimits
  url: rate-limits/glhf-chat-rate-limits.yml
- type: FinOps
  url: finops/glhf-chat-finops.yml
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

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