Seldon
Seldon is a Kubernetes-native MLOps platform that enables enterprises to deploy, monitor, manage, and explain machine learning models at scale. The platform provides REST and gRPC inference APIs that follow the Open Inference Protocol, enabling standardized model serving across frameworks including TensorFlow, PyTorch, and scikit-learn. Seldon Core 2 supports advanced deployment strategies such as A/B testing, canary rollouts, and shadow deployments through its Kubernetes-native architecture. The Seldon Enterprise Platform extends the open source core with a comprehensive REST API for managing deployments programmatically, including model drift detection via Alibi-Detect and explainability via the Alibi library. Seldon Deploy SDK provides a Python client for integrating with the platform API using OIDC and session-based authentication workflows.
Limited machine-readable signal and partial portal coverage — documentation a human can read, but little a machine or agent can consume without scraping.
API Evangelist profiles Seldon the way a machine reads it — 74 machine-readable artifacts across 3 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 — Seldon scores 37.8/100 (thin), with a separate agent-readiness read of 30/100 (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. Every facet and dimension name is a link: it opens that measurement's page on APIs.io, where the rating runs across the whole catalog — the exact checks that feed it, how every profiled provider distributes on it, and who is at the top of it.
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More shapes, themes and sizes → · Score as JSON · How badges work
How we profile Seldon
Each block below is one kind of artifact we hold for Seldon. 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 28
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.
Seldon Inference API
The Seldon Inference API provides REST and gRPC endpoints for serving machine learning model predictions at scale. Following the Open Inference Protocol (V2), the API exposes st...
Seldon Drift Detection API
Seldon integrates Alibi-Detect drift detection models that can be deployed as standard Seldon models, providing REST endpoints for monitoring incoming request distribution again...
Seldon Explainability API
Seldon provides a dedicated /explain REST endpoint alongside each deployed model, powered by the Alibi explainability library. The endpoint supports multiple explanation algorit...
Seldon AlertingService API
The AlertingService API from Seldon — 2 operation(s) for alertingservice.
Seldon ApplicationLogs API
ApplicationLogs APIs for Seldon Deploy
Seldon BatchJobs API
Batch Jobs APIs for Seldon Deploy
Seldon DriftDetector API
Drift Detector APIs for Seldon Deploy
Seldon Environment API
Environment APIs for Seldon Deploy
Seldon Experiments API
Seldon Core Experiment APIs for Seldon Deploy
Seldon Explain API
Explanation APIs for Seldon Deploy
Seldon GitOps API
GitOps APIs for Seldon Deploy
Seldon health API
The health API from Seldon — 4 operation(s) for health.
Seldon HealthcheckService API
The HealthcheckService API from Seldon — 1 operation(s) for healthcheckservice.
Seldon InferenceLogsService API
The InferenceLogsService API from Seldon — 4 operation(s) for inferencelogsservice.
Seldon Internal API
The Internal API from Seldon — 6 operation(s) for internal.
Seldon KubernetesResources API
KubernetesResources APIs for Seldon Deploy
Seldon LoadtestJobs API
Loadtest Jobs APIs for Seldon Deploy
Seldon metadata API
The metadata API from Seldon — 3 operation(s) for metadata.
Seldon MetricsServer API
Metrics Server APIs for Seldon Deploy
Seldon ModelMetadataService API
The ModelMetadataService API from Seldon — 2 operation(s) for modelmetadataservice.
Seldon Models API
Seldon Core Model APIs for Seldon Deploy
Seldon Monitor API
The Monitor API from Seldon — 4 operation(s) for monitor.
Seldon OutlierDetector API
Outlier Detector APIs for Seldon Deploy
Seldon PermissionManagementService API
The PermissionManagementService API from Seldon — 11 operation(s) for permissionmanagementservice.
Seldon Pipelines API
Seldon Core Pipeline APIs for Seldon Deploy
Seldon Predict API
Prediction APIs for Seldon Deploy
Seldon SecretsService API
The SecretsService API from Seldon — 6 operation(s) for secretsservice.
Seldon SeldonDeployments API
SeldonDeployments APIs for Seldon Deploy
Scroll within the panel for all 28 ·
Open Collections 30
Open, tool-agnostic collections carry the same runnable value as Postman without locking you to one client — the portable, forkable form of the same exercise.
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
API Collection
OPEN COLLECTIONSeldon Deploy AlertingService API
OPEN COLLECTIONSeldon Deploy AlertingService ApplicationLogs API
OPEN COLLECTIONSeldon Deploy AlertingService BatchJobs API
OPEN COLLECTIONSeldon Deploy AlertingService DriftDetector API
OPEN COLLECTIONSeldon Deploy AlertingService Environment API
OPEN COLLECTIONSeldon Deploy AlertingService Experiments API
OPEN COLLECTIONSeldon Deploy AlertingService Explain API
OPEN COLLECTIONSeldon Deploy AlertingService External Ambassador API API
OPEN COLLECTIONSeldon Deploy AlertingService GitOps API
OPEN COLLECTIONSeldon Deploy AlertingService health API
OPEN COLLECTIONSeldon Deploy AlertingService HealthcheckService API
OPEN COLLECTIONSeldon Deploy AlertingService inference API
OPEN COLLECTIONSeldon Deploy AlertingService InferenceLogsService API
OPEN COLLECTIONSeldon Deploy AlertingService Internal API
OPEN COLLECTIONSeldon Deploy AlertingService KubernetesResources API
OPEN COLLECTIONSeldon Deploy AlertingService LoadtestJobs API
OPEN COLLECTIONSeldon Deploy AlertingService metadata API
OPEN COLLECTIONSeldon Deploy AlertingService MetricsServer API
OPEN COLLECTIONSeldon Deploy AlertingService model API
OPEN COLLECTIONSeldon Deploy AlertingService ModelMetadataService API
OPEN COLLECTIONSeldon Deploy AlertingService Models API
OPEN COLLECTIONSeldon Deploy AlertingService Monitor API
OPEN COLLECTIONSeldon Deploy AlertingService OutlierDetector API
OPEN COLLECTIONSeldon Deploy AlertingService Pipelines API
OPEN COLLECTIONSeldon Deploy AlertingService Predict API
OPEN COLLECTIONSeldon Deploy AlertingService SecretsService API
OPEN COLLECTIONSeldon Deploy AlertingService SeldonDeployments API
OPEN COLLECTIONSeldon Deploy AlertingService server API
OPEN COLLECTIONScroll within the panel for all 30 ·
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 things the Kin Score reads for access clarity — renamed from commercial clarity in rubric 0.12, because a free statutory interface has access terms and no commercial ones.
Published pricing tiers and plan structures.
Seldon Plans Pricing
PLANSRate 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.
Seldon Rate Limits
RATE LIMITSFinOps 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.
Seldon Finops
FINOPSSemantic 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.
Seldon Context
JSON-LDSpectral 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.
Seldon API Rules
SPECTRALJSON Schema 3
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.
SeldonDeployment
JSON SCHEMAExamples 4
Real request and response payloads are what turn a spec from abstract into obvious — and they're one of the twelve things an agent needs to call an API correctly on the first try.
Example request and response payloads for these APIs.
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.
Scopes 1
OAuth scopes are the vocabulary of least-privilege access. Profiling them shows exactly what an integration — or an agent acting on a user's behalf — is allowed to do.
OAuth scopes governing access to this provider's APIs.
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.
Resources
Every other property we hold for Seldon — 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 4
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 6
SDKs, sample code, and the tooling you integrate with
Access & Security 3
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/seldon · machine-readable index on apis.io
This is an independent, third-party profile of Seldon, published by API Evangelist. We do not operate, host, resell, or support these APIs, and we are not affiliated with or endorsed by the company unless stated above. Everything here is built from publicly available information — the company's own site, developer portal, documentation, public repositories, and the specifications it publishes for public use. Nothing is obtained by breaching a system, defeating an access control, or using credentials.
The Kin Score and Agent Readiness rating are independently calculated assessments of a company's public API artifacts, scored against a published rubric. They are not certifications, endorsements, security assessments, or audits.
Corrections, re-scores, and removal are free — no partnership or purchase required, and you do not need to justify the request. A removed company is recorded as unrated, never scored zero for having asked. Acknowledgement within one business day; removal within two.
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