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

34.8/100 thin ▬ flat Agent 32/100 agent ready saas Full breakdown ↓
scored 2026-09-25 · rubric v0.23.0

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 2026-09-25 · rubric v0.23.0

Composite quality — 34.8/100 · thin

Contract Quality 11.2 / 19

Developer Ergonomics 3.2 / 15

Access Clarity 4.0 / 15

Operational Transparency 2.8 / 10

Contract Governance 1.0 / 9

Discoverability 5.0 / 8

Regulatory Posture 1.6 / 15

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

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/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 →

Standards implemented 1

Interfaces this provider implements that became standards by being copied rather than ratified. Each is profiled by the API Commons, and the evidence column says how the claim was established — not that it was made.

The OpenAI Interface reaches core

declared — publishes a spec that declares them

2 core of 338 operations graded · api-commons/models

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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