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).

Anyscale is listed with 10 APIs on the APIs.io network. Tagged areas include Artificial Intelligence, Distributed Computing, Ray, ML Platform, and Inference.

Anyscale’s developer surface includes pricing, documentation, and 11 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

20.6/100 emerging ▬ flat Agent 4/100 human only Front door AI 6/6 dominant Heartbeat 97/100 alive saas Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

AccessPaid

10 APIs

Artificial Intelligence Distributed Computing RayML PlatformInference GPU

Kin Score

Kin Score How this is scored →
scored 2026-11-06 · rubric v0.27.0

Composite quality — 20.6/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 2.7 / 17

Access Clarity 7.6 / 17

Operational Transparency 1.2 / 11

Contract Governance 0.0 / 10

Discoverability 6.7 / 9

Regulatory Posture 1.5 / 15

Agent readiness — 4/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 7 / 7

Typed Event Surface 0 / 6

Agent Skills 5 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 0 / 6

Protected Resource Metadata 0 / 5

Registration Without a Human 0 / 6

Agentic Commerce Well-Known Document 0 / 5

Pagination 5 / 5

Distinct Operations 3 / 3

MCP Tool Quality 6 / 6

Regulatory Posture applies to this provider. Its tags matched the Horizontal (data, software, accessibility, platform) regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.

Create-or-Update Ergonomics could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.

The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

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Agent readiness — checks not met, largest first (exact, from this profile):

Machine-Readable Contract +18 pts — api_specs includes an OpenAPI document
MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author
Machine-Readable Auth +10 pts — a served openid-configuration/oauth-authorization-server carrying `issuer` (served), else the securitySchemes class in the provider OpenAPIs — bound (mutualTLS, DPoP, Signature) > negotiable (oauth2 authorizationCode/clientCredentials, openIdConnect) > bearer (http bearer, apiKey)
Idempotency +9 pts — OpenAPI mutating operations declare an idempotency key — a header, a request-body property, or a named de-duplication token whose own description says so (verified); else common[].type matches /idempoten/i (documented)
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes

11 more unmet checks in the Agent Readiness table above.

Kin Score — facets with the most composite points still available (weight × headroom):

Contract Quality scores 0.0 — up to +25.0 composite points
Developer Ergonomics scores 16.0 — up to +16.8 composite points
Contract Governance scores 0.0 — up to +12.0 composite points

Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from the provider profile at artifacts.apis.io/anyscale/apis.yml: open an issue on github.com/api-evangelist/anyscale to ask a question or point us at an artifact you publish. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

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
Retrieval, Vector and RAG	covered	45.2	-	-

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.

APIs 10

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 for all 10

Anyscale API pricing

Prices published by Anyscale, read 2026-10-07 from www.anyscale.com/pricing.

Plan	Price
CPU Only	AC 0.0135/hr per hour (Anyscale Credits)
NVIDIA T4	AC 0.5682/hr per hour (Anyscale Credits)
NVIDIA L4	AC 0.9542/hr per hour (Anyscale Credits)
NVIDIA A10G	AC 1.3635/hr per hour (Anyscale Credits)
NVIDIA A100	AC 4.9591/hr per hour (Anyscale Credits)
NVIDIA H/B/GB GPU families	Contact Us
Committed contracts	Talk to Sales

Plan details, limits and sources →

Rate limits

Control-Plane API: see provider documentation requests
Concurrent Workspaces / Jobs / Services: bounded by cloud quotas and org limits concurrent
Cluster Node Counts: bounded by autoscaling and cloud quotas nodes

Compiled by API Evangelist, not yet checked against Anyscale's documentation. All 4 limits →

Pricing Plans 1

Published pricing tiers and plan structures.

Anyscale Plans Pricing

7 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Anyscale Rate Limits

4 limits

RATE LIMITS

FinOps 1

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

Anyscale Finops

FINOPS

Security Posture 2

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

Anyscale Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Anyscale Trust Center

trust center published

SECURITY

Resources

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

AgentSkills

AgentSkills

LlmsText

LlmsText

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 2

Authentication, authorization, and security posture

TrustCenter

TrustCenter

DomainSecurity

DomainSecurity

Operate 1

Status, limits, changes, and where to get help

RateLimits

RateLimits

Commercial 3

Pricing, plans, and the legal terms of use

Pricing

Pricing

Plans

Plans

FinOps

FinOps

Company 3

The organization behind the API

BlogRSS

BlogRSS

LinkedIn

Website

Website

Source (apis.yml)

aid: anyscale
url: https://raw.githubusercontent.com/api-evangelist/anyscale/refs/heads/main/apis.yml
name: Anyscale
kind: company
description: 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).
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: false
  label: Hosted service · you call their endpoint
  confidence: medium
  source:
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: paid
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Paid
  confidence: low
  source:
  - plans
  - security
  generated: '2026-11-06'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/anyscale.png
x-docs-platform: docusaurus
x-docs-platform-confidence: medium
x-docs-platform-checked: 2026-09-19
tags:
- Artificial Intelligence
- Distributed Computing
- Ray
- ML Platform
- Inference
- GPU
tags_raw:
- AI
- Distributed Computing
- Ray
- ML Platform
- Inference
- GPU
created: '2026-05-08'
modified: '2026-10-06'
specificationVersion: '0.23'
apis:
- aid: anyscale:anyscale-workspaces-api
  name: Anyscale Workspaces API
  tags:
  - Workspace
  - Development
  tags_raw:
  - Workspaces
  - Development
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/workspaces/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/workspaces/
    type: Documentation
  description: Manages Anyscale Workspaces - cloud-hosted, GPU-backed development environments preconfigured with Ray for
    interactive development and debugging.
- aid: anyscale:anyscale-jobs-api
  name: Anyscale Jobs API
  tags:
  - Job
  - Batch
  - Training
  tags_raw:
  - Jobs
  - Batch
  - Training
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/jobs/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/jobs/
    type: Documentation
  description: Submits, monitors, and manages Ray Jobs - one-off or scheduled batch runs of Python applications on managed
    Ray clusters.
- aid: anyscale:anyscale-services-api
  name: Anyscale Services API
  tags:
  - Services
  - Serving
  - Inference
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/services/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/services/
    type: Documentation
  description: Deploys and manages production Ray Serve applications as long-running, autoscaling, multi-version services
    with traffic-shifted rollouts and HTTP/gRPC ingress.
- aid: anyscale:anyscale-clusters-api
  name: Anyscale Clusters API
  tags:
  - Cluster
  - Compute
  tags_raw:
  - Clusters
  - Compute
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/clusters/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/clusters/
    type: Documentation
  description: Provisions and manages Ray clusters - autoscaling fleets of CPU / GPU nodes underlying Workspaces, Jobs, and
    Services.
- aid: anyscale:anyscale-compute-configs-api
  name: Anyscale Compute Configs API
  tags:
  - Compute Configurations
  - Templates
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/compute-configs/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/compute-configs/
    type: Documentation
  description: Defines reusable compute templates (head node type, worker types, autoscaling, AWS/GCP region) for clusters,
    workspaces, jobs, and services.
- aid: anyscale:anyscale-container-images-api
  name: Anyscale Container Images API
  tags:
  - Image
  - Containers
  - Environment
  tags_raw:
  - Images
  - Containers
  - Environments
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/container-images/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/container-images/
    type: Documentation
  description: Builds, tags, and manages container images that bundle Python, system, and Ray dependencies for reproducible
    runtime environments.
- aid: anyscale:anyscale-clouds-api
  name: Anyscale Clouds API
  tags:
  - Clouds
  - BYOC
  - Infrastructure
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/clouds/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/clouds/
    type: Documentation
  description: Manages Hosted and Bring-Your-Own-Cloud (BYOC) cloud connections to AWS and GCP accounts where Anyscale provisions
    Ray clusters.
- aid: anyscale:anyscale-projects-api
  name: Anyscale Projects API
  tags:
  - Project
  - Organization
  tags_raw:
  - Projects
  - Organization
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/platform/projects/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/platform/projects/
    type: Documentation
  description: Groups workspaces, jobs, services, and resources into projects with shared access controls, dashboards, and
    quotas.
- aid: anyscale:anyscale-organizations-api
  name: Anyscale Organizations API
  tags:
  - Organization
  - Identity and Access Management
  - Billing
  tags_raw:
  - Organizations
  - IAM
  - Billing
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/administration/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/administration/
    type: Documentation
  description: Manages organizations, users, roles, IAM, and billing relationships at the tenancy level.
- aid: anyscale:anyscale-logs-api
  name: Anyscale Logs and Monitoring API
  tags:
  - Logs
  - Monitoring
  - Observability
  image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
  humanURL: https://docs.anyscale.com/monitoring/
  baseURL: https://console.anyscale.com/api/v2
  properties:
  - url: https://docs.anyscale.com/monitoring/
    type: Documentation
  description: Retrieves cluster, job, and service logs, metrics, and Ray dashboard data for observability and debugging.
common:
- type: Pricing
  url: https://www.anyscale.com/pricing
- url: https://www.anyscale.com/rss.xml
  type: BlogRSS
- type: TrustCenter
  url: security/anyscale-trust-center.yml
- type: DomainSecurity
  url: security/anyscale-domain-security.yml
- name: Agent Skills
  url: https://docs.anyscale.com/agent-skills
  type: AgentSkills
- type: GitHubOrganization
  url: https://github.com/anyscale
- type: LinkedIn
  url: https://www.linkedin.com/company/joinanyscale
- type: Website
  url: https://www.anyscale.com/
- type: Documentation
  url: https://docs.anyscale.com/
- type: Plans
  url: plans/anyscale-plans-pricing.yml
- type: RateLimits
  url: rate-limits/anyscale-rate-limits.yml
- type: FinOps
  url: finops/anyscale-finops.yml
- type: Integrations
  url: https://www.anyscale.com/integrations
- type: LlmsText
  url: https://docs.anyscale.com/llms.txt
integrations:
- name: cloud-database-hidden-layer
- name: cloud-database-redis
- name: cloud-database-databricks
- name: cloud-database-snowflake
- name: perfect
- name: airflow-logo
- name: dagster_2
- name: hugging-face
- name: lightning-logo
- name: pytorch-logo
- name: keras
- name: data-framework-hudi
- name: data-framework-iceberg
- name: delta-logo
- name: pyarrow
- name: datadog
- name: arize
- name: mlflow
- name: weights-bases
- name: vercel-logotype-dark
- name: streamlit
- name: gradio
- name: llm-app-orchestration-hidden-layer
- name: llm-app-orchestration-protect-ai
- name: hidden-layer
- name: protect-ai
- name: lakera
- name: prompt-security
- name: guardrails
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

Anyscale API — frequently asked questions

Does Anyscale have an API?

Yes. APIs.io lists 10 APIs from Anyscale, including Anyscale Workspaces API, Anyscale Jobs API and Anyscale Services API, and 7 more.

How much does the Anyscale API cost?

Anyscale publishes its prices; its CPU Only plan is AC 0.0135/hr per hour (Anyscale Credits) as of 2026-10-07. APIs.io lists 7 pricing plans for Anyscale, with each plan's price, limits and inclusions under Pricing on this page.

Is the Anyscale API ready for AI agents?

Anyscale has a Kin Score of 20.6 out of 100 (emerging) and an Agent Readiness score of 3.9 (human-only), 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.

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get_provider_toolsEvery MCP tool they ship, with the operation each wraps.
get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
get_provider_ratingPRO — composite, band, trend and facet scores.
apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
resolveTurn a domain, URL or GitHub org into the provider it belongs to.
find_cohortsEvery scored population of providers in the catalog.

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