Predibase
Predibase is a platform for fine-tuning and serving open-source LLMs. It pairs efficient LoRA / Turbo LoRA supervised and reinforcement (GRPO) fine-tuning with serverless and dedicated inference powered by LoRAX, the open-source multi-LoRA serving stack that packs hundreds of adapters onto a single GPU. Inference is exposed through an OpenAI-compatible API plus native generate endpoints.
Predibase publishes 7 API contracts indexed on the APIs.io network, including Adapters API, Batch Inference API, Datasets API, and 4 more. Tagged areas include Artificial Intelligence, LLM, Fine-Tuning, Inference, and LoRA.
The Predibase catalog on APIs.io includes 1 event-driven AsyncAPI specification and 1 Spectral governance ruleset.
Predibase’s developer surface includes authentication, documentation, and 9 more developer resources.
What this lets a business do 1
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 | covered | 34.5 (thin) | - | 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 7
Individual APIs this provider publishes, each with its own machine-readable definition.
Predibase Adapters API
The Adapters API from Predibase — 2 operation(s) for adapters.
Predibase Batch Inference API
The Batch Inference API from Predibase — 2 operation(s) for batch inference.
Predibase Datasets API
The Datasets API from Predibase — 2 operation(s) for datasets.
Predibase Deployments API
The Deployments API from Predibase — 2 operation(s) for deployments.
Predibase Fine-Tuning API
The Fine-Tuning API from Predibase — 3 operation(s) for fine-tuning.
Predibase Inference API
The Inference API from Predibase — 4 operation(s) for inference.
Predibase Models API
The Models API from Predibase — 1 operation(s) for models.
Scroll for all 7
Open Collections 8
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
Predibase Adapters API
OPEN COLLECTIONPredibase Adapters Batch Inference API
OPEN COLLECTIONPredibase Adapters Datasets API
OPEN COLLECTIONPredibase Adapters Deployments API
OPEN COLLECTIONPredibase Adapters Fine-Tuning API
OPEN COLLECTIONPredibase Adapters Inference API
OPEN COLLECTIONPredibase Adapters Models API
OPEN COLLECTIONPredibase API
OPEN COLLECTIONScroll for all 8
Predibase API pricing
Not yet checked against Predibase's own pricing page. Compiled by API Evangelist on 2026-06-20 from predibase.com/pricing; confirm before you rely on a figure. A free plan or tier is listed.
| Plan | Price |
|---|---|
| Free free | — |
| Pay-as-you-go usage | — |
| Developer (Dedicated Deployments) usage | — |
| Enterprise enterprise | — |
Plan details, limits and sources →
Rate limits
- Serverless Token Allowance (Free): ~1M tokens/day, ~10M tokens/month (free tier) tokens
- Serverless Throughput: see provider console requests
- Dedicated Deployment Throughput: scales with GPU accelerator and replica count requests
Compiled by API Evangelist, not yet checked against Predibase's documentation. All 5 limits →
Pricing Plans 1
Published pricing tiers and plan structures.
Rate Limits 1
Documented rate limits and quota policies.
Predibase Rate Limits
RATE LIMITSService Levels 1
Uptime the provider promises or reports, as SLA4OAI. Read from its own pages; APIs.io runs no monitors.
Predibase
SLAFinOps 1
Cost, billing, and metering signals for API financial operations.
Predibase Finops
FINOPSEvent Specifications 1
AsyncAPI definitions for this provider's event-driven and streaming APIs.
Predibase Inference Streaming (HTTP + SSE)
AsyncAPI 2.6 description of Predibase's **inference streaming** surface. Predibase does not publish a WebSocket API. The only asynchronous / event-style transport documented at ...
ASYNCAPISpectral Rules 1
Spectral governance rulesets for linting and validating these APIs.
Predibase — asyncapi rules
SPECTRALSecurity Posture 2
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Agentic Access 1
Recommended x-agentic-access execution contracts for AI agents.
Resources
Documentation 1
Reference material describing how the API behaves
Agent Surfaces 1
MCP servers, agent skills, and machine-readable catalogs
Build 1
SDKs, sample code, and the tooling you integrate with
Access & Security 2
Authentication, authorization, and security posture
Operate 1
Status, limits, changes, and where to get help
Commercial 2
Pricing, plans, and the legal terms of use
Company 2
The organization behind the API
Other 1
Properties that don't map to a standard resource type
Source (apis.yml)
Predibase API — frequently asked questions
Does Predibase have an API?
Yes. APIs.io lists 7 APIs from Predibase, including Predibase Adapters API, Predibase Batch Inference API and Predibase Datasets API, and 4 more.
Is there an OpenAPI specification for the Predibase API?
Yes. APIs.io indexes 7 OpenAPI specifications for Predibase, each linked for download from this page.
How do I authenticate with the Predibase API?
Predibase uses bearer-token authentication (http · 1 scheme). The details are profiled on APIs.io as Predibase Authentication.
How much does the Predibase API cost?
APIs.io lists 4 pricing plans for Predibase, with each plan's price, limits and inclusions under Pricing on this page.
Is the Predibase API ready for AI agents?
Predibase has a Kin Score of 27.9 out of 100 (thin) and an Agent Readiness score of 22.4 (agent-aware), scored by API Evangelist on 2026-11-06.
Work with this as data
Every provider here is available over the APIs.io API and to AI agents over MCP.