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 AI, 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
41.2/100 thin ▬ flat Agent 50/100 agent ready Full breakdown ↓
scored 2026-07-28 · rubric v0.6
AccessFreeSelf serve⚡ Free to try
2 APIs
AILLMInferenceOpen Source ModelsHugging Face

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-07-28 · rubric v0.6
Composite quality — 41.2/100 · thin
Contract Quality 18.0 / 25
Developer Ergonomics 3.9 / 20
Commercial Clarity 5.8 / 20
Operational Transparency 4.1 / 13
Governance 2.5 / 12
Discoverability 6.9 / 10
Agent readiness — 50/100 · agent ready
Machine-Readable Contract 18 / 18
Agentic Access Contract 10 / 10
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
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/glhf-chat: 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 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 1

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

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

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
LinkedIn
 Website
Website

Source (apis.yml)

apis.yml Raw ↑ 
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.
accessModel:
  pricing: free
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  label: Free · 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/glhf-chat.png
tags:
- AI
- LLM
- Inference
- Open Source Models
- Hugging Face
created: '2026-06-21'
modified: '2026-06-21'
specificationVersion: '0.19'
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