Anyscale
Anyscale provides a managed Ray platform for distributed Python, ML training, and large-scale inference. Built by the creators of Ray, the Anyscale Platform API and CLI expose programmatic control over workspaces, jobs, services, clusters, compute configurations, container images, and clouds (Hosted and Bring-Your-Own-Cloud).
More than an index entry, but the surface is still mostly links rather than artifacts — the cohort most likely to move a full band from modest, well-targeted work.
API Evangelist profiles Anyscale the way a machine reads it — 16 machine-readable artifacts across 10 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 — Anyscale scores 26.0/100 (emerging), with a separate agent-readiness read of 7/100 (human only). 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
How this is scored →scored 2026-07-27 · rubric v0.5
How we profile Anyscale
Each block below is one kind of artifact we hold for Anyscale. 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 10
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.
Anyscale Workspaces API
Manages Anyscale Workspaces - cloud-hosted, GPU-backed development environments preconfigured with Ray for interactive development and debugging.
Anyscale Jobs API
Submits, monitors, and manages Ray Jobs - one-off or scheduled batch runs of Python applications on managed Ray clusters.
Anyscale Services API
Deploys and manages production Ray Serve applications as long-running, autoscaling, multi-version services with traffic-shifted rollouts and HTTP/gRPC ingress.
Anyscale Clusters API
Provisions and manages Ray clusters - autoscaling fleets of CPU / GPU nodes underlying Workspaces, Jobs, and Services.
Anyscale Compute Configs API
Defines reusable compute templates (head node type, worker types, autoscaling, AWS/GCP region) for clusters, workspaces, jobs, and services.
Anyscale Container Images API
Builds, tags, and manages container images that bundle Python, system, and Ray dependencies for reproducible runtime environments.
Anyscale Clouds API
Manages Hosted and Bring-Your-Own-Cloud (BYOC) cloud connections to AWS and GCP accounts where Anyscale provisions Ray clusters.
Anyscale Projects API
Groups workspaces, jobs, services, and resources into projects with shared access controls, dashboards, and quotas.
Anyscale Organizations API
Manages organizations, users, roles, IAM, and billing relationships at the tenancy level.
Anyscale Logs and Monitoring API
Retrieves cluster, job, and service logs, metrics, and Ray dashboard data for observability and debugging.
Scroll within the panel for all 10 ·
GraphQL 1
Where a provider ships GraphQL, the schema is the contract. We profile it alongside the REST surface so the whole interface is legible in one place.
GraphQL schemas published by this provider.
Anyscale GraphQL API
Anyscale is a managed Ray platform for distributed AI compute. Their Endpoints API provides OpenAI-compatible access to open-source LLMs (Llama, Mistral), fine-tuning, and deplo...
GRAPHQLPricing 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.
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.
Anyscale 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.
Anyscale Finops
FINOPSSecurity 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.
Resources
Every other property we hold for Anyscale — 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 1
Reference material describing how the API behaves
Agent Surfaces 2
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
← All providers · Data indexed from github.com/api-evangelist/anyscale · machine-readable index on apis.io