Refuel
Refuel is an AI data-labeling and data-enrichment platform that uses large language models to label, clean, structure and enrich enterprise datasets. Refuel Cloud exposes a REST API at cloud-api.refuel.ai covering projects, datasets, tasks and task runs, taxonomies, seedsets and evalsets, confidence calibration, Refuel LLM-2 finetuning, and deployed applications whose realtime label endpoint transforms new rows on demand. The open-source autolabel library lets teams run the same LLM labeling workflows in their own environment against OpenAI, Anthropic, Google, HuggingFace, vLLM or Refuel-hosted models. Refuel.ai was acquired by Together AI in May 2025; the platform continues to operate and its API is still live.
Refuel publishes 20 API contracts indexed on the APIs.io network, including Applications API, Access API, Csp Reports API, and 17 more. Tagged areas include Artificial Intelligence, LLM, Data Labeling, Data Enrichment, and Autolabel.
The Refuel catalog on APIs.io includes 1 event-driven AsyncAPI specification and 1 Spectral governance ruleset.
Refuel’s developer surface includes pricing, sandbox, authentication, documentation, API reference, getting-started guide, support, and 34 more developer resources.
What this lets a business do 2
Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →
Kin Score
Markets this provider is in provisional
The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.
| Market | Position | Depth | Registered MCP server | Declares compatibility |
|---|---|---|---|---|
| Hugging Face Hub Organisations | builds-on | 36.4 | - | 1 |
Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.
Standards implemented 3
Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.
APIs 20
Individual APIs this provider publishes, each with its own machine-readable definition.
Refuel Autolabel (Open Source)
Autolabel is the open-source Python library (pip install refuel-autolabel) to label, clean, and enrich text datasets with any LLM (OpenAI, Anthropic, Google, HuggingFace, vLLM, ...
Refuel Applications API
The documented realtime application label surface — the endpoint Refuel's own catalog page publishes as `POST https://cloud-api.refuel.ai/applications/{applicationName}/label`, ...
Refuel Access API
The Access API from Refuel — 4 operation(s) for access.
Refuel Csp Reports API
The Csp Reports API from Refuel — 1 operation(s) for csp reports.
Refuel Datasets API
The Datasets API from Refuel — 13 operation(s) for datasets.
Refuel Finetuned Models API
The Finetuned Models API from Refuel — 1 operation(s) for finetuned models.
Refuel Integrations API
The Integrations API from Refuel — 2 operation(s) for integrations.
Refuel Labs API
The Labs API from Refuel — 2 operation(s) for labs.
Refuel Models API
The Models API from Refuel — 1 operation(s) for models.
Refuel Projects API
The Projects API from Refuel — 6 operation(s) for projects.
Refuel Schema API
The Schema API from Refuel — 1 operation(s) for schema.
Refuel Tasks API
The Tasks API from Refuel — 28 operation(s) for tasks.
Refuel Team API
The Team API from Refuel — 2 operation(s) for team.
Refuel Teams API
The Teams API from Refuel — 1 operation(s) for teams.
Refuel Usage API
The Usage API from Refuel — 1 operation(s) for usage.
Refuel User API
The User API from Refuel — 1 operation(s) for user.
Refuel Users API
The Users API from Refuel — 3 operation(s) for users.
Refuel Webhook API
The Webhook API from Refuel — 1 operation(s) for webhook.
Refuel Webhooks API
The Webhooks API from Refuel — 1 operation(s) for webhooks.
Refuel Fast API
The FastAPI API from Refuel — 1 operation(s) for fastapi.
Scroll for all 20
Open Collections 2
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
Refuel Cloud Applications API
OPEN COLLECTIONRefuel Cloud API
OPEN COLLECTIONMCP Servers 1
Model Context Protocol servers that expose these APIs to AI agents.
Refuel.ai
Refuel serves a live, anonymous, remote MCP endpoint at https://docs.refuel.ai/mcp. It is a DOCUMENTATION server, not a Refuel Cloud API server: the three tools search and read ...
MCP SERVERAgent Skills 4
Packaged agent skills for driving this provider's APIs from an AI assistant.
refuel-finetune-model
AGENT SKILLrefuel-ingest-dataset
AGENT SKILLrefuel-label-with-application
AGENT SKILLrefuel-run-task-and-export
AGENT SKILLRefuel API pricing
Prices published by Refuel, read 2026-08-14 from www.refuel.ai. This record is due for a re-check. A free plan or tier is listed.
| Plan | Price |
|---|---|
| Autolabel (Open Source) free | — |
| Refuel Cloud enterprise | — |
| Enterprise enterprise | — |
Plan details, limits and sources →
Rate limits
- Requests Per Minute (RPM): 300 requests
- Concurrent Requests: 100 concurrent requests
Pricing Plans 1
Published pricing tiers and plan structures.
Refuel Plans Pricing
PLANSRate Limits 1
Documented rate limits and quota policies.
Refuel Rate Limits
RATE LIMITSFinOps 1
Cost, billing, and metering signals for API financial operations.
Refuel Finops
FINOPSEvent Specifications 1
AsyncAPI definitions for this provider's event-driven and streaming APIs.
Refuel Ai Events
ASYNCAPISpectral Rules 1
Spectral governance rulesets for linting and validating these APIs. Counts are the severity each rule declares, not results of running them.
Refuel API Rules
SPECTRALOpenAPI Overlays 1
Overlays applied on top of this provider's contracts. Each card says who wrote it: a document the provider publishes, or one API Evangelist derived or generated.
Refuel Cloud Api Overlay
DERIVEDSecurity Posture 4
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Agentic Access (API Evangelist recommendations) 1
Recommended x-agentic-access execution contracts for AI agents.
Resources
Get Started 5
Portal, sign-up, and the first successful call
Documentation 2
Reference material describing how the API behaves
Agent Surfaces 5
MCP servers, agent skills, and machine-readable catalogs
Design & Contract 5
Pagination, idempotency, versioning, errors, and events
Build 4
SDKs, sample code, and the tooling you integrate with
Access & Security 6
Authentication, authorization, and security posture
Operate 2
Status, limits, changes, and where to get help
Commercial 5
Pricing, plans, and the legal terms of use
Company 4
The organization behind the API
Other 3
Properties that don't map to a standard resource type
Source (apis.yml)
Refuel API — frequently asked questions
Does Refuel have an API?
Yes. APIs.io lists 20 APIs from Refuel, including Refuel Autolabel (Open Source), Refuel Applications API and Refuel Access API, and 17 more.
Is there an OpenAPI specification for the Refuel API?
Yes. APIs.io indexes 19 OpenAPI specifications for Refuel, each linked for download from this page.
How do I authenticate with the Refuel API?
Refuel uses bearer-token authentication (http · 2 schemes). The details are profiled on APIs.io as Refuel Authentication.
How much does the Refuel API cost?
APIs.io lists 3 pricing plans for Refuel, with each plan's price, limits and inclusions under Pricing on this page.
Does Refuel have an MCP server?
Yes. APIs.io lists 1 MCP server for Refuel: Refuel serves a live, anonymous, remote MCP endpoint at https://docs.refuel.ai/mcp. It is a DOCUMENTATION server, not a Refuel Cloud API server: the three tools search and read the docs corpus and fil
Is the Refuel API ready for AI agents?
Refuel has a Kin Score of 61.3 out of 100 (strong) and an Agent Readiness score of 32.5 (agent-ready), scored by API Evangelist on 2026-11-13.
Work with this as data
Every provider here is available over the APIs.io API and to AI agents over MCP.