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BentoML

BentoML is an open-source unified inference platform for building, packaging, and deploying machine learning models as scalable REST API services. Developers define services using Python class decorators that automatically expose model inference logic as HTTP endpoints. BentoCloud, the managed cloud offering, provides autoscaling infrastructure, GPU instance provisioning, scale-to-zero cost optimization, and a control-plane API for programmatic deployment lifecycle management. The platform supports all major ML frameworks including PyTorch, TensorFlow, Transformers, ONNX, XGBoost, and Scikit-Learn, and is licensed under Apache 2.0.

agent ready

Real signal across most facets with visible, nameable gaps — the contract exists but is thin, or the portal is good while governance and commercial terms are absent.

Kin Score

API Evangelist profiles BentoML the way a machine reads it — 71 machine-readable artifacts across 62 APIs, pulled from the provider's own public surface and indexed so a developer, an analyst, or an AI agent can evaluate it against every other provider on the network.

Every provider in the network is reduced to the same set of machine-readable artifacts — OpenAPI contracts, event specifications, GraphQL schemas, runnable collections, pricing and rate-limit signals, security posture, OAuth scopes, and the agent surfaces (MCP servers and skills) that let software drive the API on its own. We profile them because the interface is the part of a company you can actually inspect: it is a truer signal of what a provider does than any marketing page. From those artifacts we compute the Kin Score — BentoML scores 53.2/100 (developing), with a separate agent-readiness read of 55/100 (agent ready). The full breakdown is below, followed by every artifact we hold — each card links through to its machine-readable definition on apis.io.

Kin Score

This is the API Evangelist rating — a single, repeatable read computed from the artifacts on this page. Green fill is points earned; the red track is points possible, so every bar shows earned-versus-possible at a glance.

Kin Score Kin Score How this is scored →
scored 2026-07-27 · rubric v0.5
Composite quality — 53.2/100 · developing
Contract Quality 12.3 / 25
Developer Ergonomics 5.7 / 20
Commercial Clarity 10.0 / 20
Operational Transparency 6.8 / 13
Governance 10.4 / 12
Discoverability 8.0 / 10
Agent readiness — 55/100 · agent ready
Machine-Readable Contract 18 / 18
Agentic Access Contract 15 / 15
MCP Server 0 / 12
Machine-Readable Auth 10 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 7 / 7
Rate-Limit Signaling 7 / 7
Typed Event Surface 0 / 6
Agent Skills 0 / 5
Well-Known Catalog 0 / 4
Consent & Bot Identity 0 / 3

How we profile BentoML

Each block below is one kind of artifact we hold for BentoML. For each we say what it is and why it earns a place in the profile, then list every one we've indexed — capped at two rows, scroll within the panel for the rest.

APIs 62

Each API is captured as its own OpenAPI definition — every operation, parameter, and response. This is the single most useful machine-readable description of what an API does, and it's what lets us score, lint, mock, and generate against it without asking the provider for anything.

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

BentoML Service REST API

Auto-generated REST API endpoints produced when BentoML services are deployed. Each decorated service method becomes an HTTP POST endpoint. Supports custom routes, path prefixes...

BentoML Python SDK

Core Python SDK for packaging models as Bentos, managing the model store, building container images, and interacting with BentoML services programmatically including client-side...

BentoCloud API Token Management

API for creating, listing, retrieving, and deleting API tokens used to authenticate with BentoCloud services. Supports scoped tokens with granular permissions including API acce...

BentoML admin deployment resource API

admin deployment resource

BentoML api token resource API

api token resource

BentoML bento repositories API

bento repositories

BentoML bento repositories statistics API

bento repositories statistics

BentoML bento repository resource API

bento repository resource

BentoML certified bento repositories API

certified bento repositories

BentoML cluster deployments API

cluster deployments

BentoML cluster resource for admin panel API

cluster resource for admin panel

BentoML clusters for admin panel API

clusters for admin panel

BentoML current organization resource API

current organization resource

BentoML customers API

customers api

BentoML deployment resource API

deployment resource

BentoML deployment revision resource API

deployment revision resource

BentoML deployment revisions API

deployment revisions

BentoML deployment v2 revision resource API

deployment revision resource

BentoML gpu config resource API

gpu config resource

BentoML host cluster resource API

host cluster resource

BentoML lago billable metrics API

lago billable metrics api

BentoML lago customer API

lago customer api

BentoML lago plan API

lago plan api

BentoML limit group resource API

limit group resource

BentoML model repositories API

model repositories

BentoML model repository resource API

model repository resource

BentoML org resource for admin panel API

org resource for admin panel

BentoML organization resource API

organization resource

BentoML organization secrets API

organization secrets

BentoML organization secrets with check message API

organization secrets with check message

BentoML organization secrets with template API

organization secrets with template

BentoML resource instance resource API

resource instance resource

BentoML resource instances API

resource instances

BentoML slim bento repositories API

slim bento repositories

BentoML terminal record resource API

terminal record resource

BentoML usage API

usage resource

Scroll within the panel for all 62 ·

Pricing Plans 1

Pricing is part of the interface. Machine-readable plans tell you what a tier costs and includes before you commit — one of the six things the Kin Score reads for commercial clarity.

Published pricing tiers and plan structures.

Bentoml Plans Pricing

3 plans

PLANS

Rate Limits 1

Rate limits are the difference between a demo that works and a production integration that doesn't fall over. Publishing them is an operational-transparency signal — and a hard requirement for any agent that plans its own throughput.

Documented rate limits and quota policies.

Bentoml Rate Limits

6 limits

RATE LIMITS

FinOps 1

Cost, billing, and metering signals let a buyer model the financial operations of an API before it's live. We profile them for the same reason we profile pricing: the money is part of the contract.

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

Semantic Vocabularies 1

JSON-LD contexts give the data shared meaning across APIs. We profile them because semantics are what let a machine reconcile 'customer' here with 'customer' somewhere else.

JSON-LD contexts and semantic vocabularies used across these APIs.

Bentoml Context

6 classes · 24 properties

JSON-LD

Spectral Rules 1

Governance rulesets we run against this provider's specs — the automated checks behind parts of the score. Profiling them makes the quality bar explicit and re-runnable, not a matter of opinion.

BentoML API Rules

6 rules · 5 warnings

SPECTRAL

JSON Schema 1

Standalone JSON Schema definitions describe the data models behind the API. We profile them so the shapes are validatable on their own — useful long after a single request is forgotten.

Standalone JSON Schema definitions for this provider's data models.

BentoML / BentoCloud API Schemas

0 properties

JSON SCHEMA

Security Posture 2

Authentication, domain security, vulnerability disclosure, and trust-center signals — the evidence that a provider takes security seriously enough to document it. We profile it because you can't govern what you can't see.

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

Bentoml Authentication

apiKey · 1 scheme

SECURITY

Bentoml Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Agentic Access 1

An x-agentic-access contract marks which operations are safe for an agent to run on its own and which need a human in the loop. It is the difference between an API an agent can use and one it can use safely.

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

Bentoml Agentic Access

222 operations · 106 acting · 4 human-in-the-loop

222 operations · 106 acting

AGENTIC

Resources

Every other property we hold for BentoML — documentation, portals, status pages, policies, and corporate surface — grouped by the job it does, following the integrator's arc from getting started to running in production.

Documentation 2

Reference material describing how the API behaves

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

Design & Contract 2

Pagination, idempotency, versioning, errors, and events

Build 3

SDKs, sample code, and the tooling you integrate with

Access & Security 2

Authentication, authorization, and security posture

Operate 2

Status, limits, changes, and where to get help

Commercial 3

Pricing, plans, and the legal terms of use

Company 3

The organization behind the API

Other 1

Properties that don't map to a standard resource type

← All providers · Data indexed from github.com/api-evangelist/bentoml · machine-readable index on apis.io