TensorWave

TensorWave is a Las Vegas-headquartered AI cloud provider that builds and operates bare-metal GPU infrastructure exclusively on AMD Instinct accelerators (MI300X, MI325X, MI355X and MI455X) with AMD's open ROCm software stack. The company sells dedicated GPU nodes, high-speed network storage, and managed Slurm and Kubernetes clusters for AI model training, fine-tuning and inference, with observability, job scheduling, alerting and expert support layered on top. Access to the compute platform itself is delivered over SSH, Slurm and Kubernetes rather than a public REST control-plane API. TensorWave's public API surface is ScalarLM, the CC0-licensed unified training-and-inference stack it maintains and sponsors alongside RelationalAI, which exposes an OpenAI-compatible inference endpoint backed by vLLM together with a Megatron-LM training surface from a single deployment.

TensorWave publishes 5 APIs on the APIs.io network, including Generate API, Health API, Open AI API, and 2 more. Tagged areas include Company, Artificial Intelligence, Machine-Learning, Cloud Computing, and GPU.

TensorWave’s developer surface includes documentation, getting-started guide, support, engineering blog, CLI, changelog, and 20 more developer resources.

🌐 Visit website 📡 Source on GitHub

45.1/100 developing ▬ flat Agent 21/100 agent aware Full breakdown ↓
scored 2026-08-25 · rubric v0.14.0

5 APIs 1 MCP Servers

Company Artificial Intelligence Machine-Learning Cloud Computing GPU Infrastructure Inference Model Training High Performance Computing Data Centers

Kin Score

Kin Score How this is scored →
scored 2026-08-25 · rubric v0.14.0

Composite quality — 45.1/100 · developing

Contract Quality 12.1 / 25

Developer Ergonomics 10.8 / 20

Access Clarity 7.4 / 20

Operational Transparency 3.8 / 13

Contract Governance 3.6 / 12

Discoverability 7.4 / 10

Agent readiness — 21/100 · agent aware

Machine-Readable Contract 18 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 6 / 6

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 8 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 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 Surface 0 / 5

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/tensorwave: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

APIs 5

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

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Get Started 2

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

GettingStarted

GettingStarted

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

AgentSkill

MCPServer

LLMsTxt

WellKnown

Design & Contract 2

Pagination, idempotency, versioning, errors, and events

Conformance

Conformance

Lifecycle

Lifecycle

Build 4

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

Packages

SDKs

CLI

Access & Security 5

Authentication, authorization, and security posture

TrustCenter

Compliance

Security

DomainSecurity

VulnerabilityDisclosure

VulnerabilityDisclosure

Operate 3

Status, limits, changes, and where to get help

Support

Support

Contact

Contact

ChangeLog

ChangeLog

Commercial 2

Pricing, plans, and the legal terms of use

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Other 1

Properties that don't map to a standard resource type

Overlay

Overlay

Source (apis.yml)

aid: tensorwave
name: TensorWave
description: TensorWave is a Las Vegas-headquartered AI cloud provider that builds and operates bare-metal GPU infrastructure
  exclusively on AMD Instinct accelerators (MI300X, MI325X, MI355X and MI455X) with AMD's open ROCm software stack. The company
  sells dedicated GPU nodes, high-speed network storage, and managed Slurm and Kubernetes clusters for AI model training,
  fine-tuning and inference, with observability, job scheduling, alerting and expert support layered on top. Access to the
  compute platform itself is delivered over SSH, Slurm and Kubernetes rather than a public REST control-plane API. TensorWave's
  public API surface is ScalarLM, the CC0-licensed unified training-and-inference stack it maintains and sponsors alongside
  RelationalAI, which exposes an OpenAI-compatible inference endpoint backed by vLLM together with a Megatron-LM training
  surface from a single deployment.
url: https://raw.githubusercontent.com/api-evangelist/tensorwave/refs/heads/main/apis.yml
image: https://cdn.builder.io/api/v1/image/assets%2Ff941d509b8ea45f8972dd215996c7055%2Fdb1d4443bf134999962dbc3ab17eb3e6
x-type: company
x-source: harvest:secondary-market
specificationVersion: '0.23'
created: '2026-08-02'
modified: '2026-08-02'
tags:
- Company
- Artificial Intelligence
- Machine-Learning
- Cloud Computing
- GPU
- Infrastructure
- Inference
- Model Training
- High Performance Computing
- Data Centers
tags_raw:
- Company
- Artificial Intelligence
- Machine Learning
- Cloud Computing
- GPU
- Infrastructure
- Inference
- Model Training
- High Performance Computing
- Data Centers
apis:
- aid: tensorwave:tensorwave-generate-api
  name: TensorWave Generate API
  description: Queue-backed batch inference and worker coordination.
  humanURL: https://www.scalarlm.com/docs/
  baseURL: https://gpt-oss.cray-lm.com
  tags:
  - Generate
  properties:
  - type: OpenAPI
    url: openapi/tensorwave-generate-api-openapi.yml
  - type: Documentation
    url: https://www.scalarlm.com/docs/
  - type: APIReference
    url: https://www.scalarlm.com/inference/
  - type: GettingStarted
    url: https://www.scalarlm.com/quick-start/
  - type: SourceCode
    url: https://github.com/tensorwavecloud/ScalarLM
  - type: Authentication
    url: authentication/tensorwave-authentication.yml
  - type: Conventions
    url: conventions/tensorwave-conventions.yml
  - type: ErrorCatalog
    url: errors/tensorwave-problem-types.yml
  - type: DataModel
    url: data-model/tensorwave-data-model.yml
- aid: tensorwave:tensorwave-health-api
  name: TensorWave Health API
  description: Health checks, service logs and metrics.
  humanURL: https://www.scalarlm.com/docs/
  baseURL: https://gpt-oss.cray-lm.com
  tags:
  - Health
  properties:
  - type: OpenAPI
    url: openapi/tensorwave-health-api-openapi.yml
  - type: Documentation
    url: https://www.scalarlm.com/docs/
  - type: APIReference
    url: https://www.scalarlm.com/inference/
  - type: GettingStarted
    url: https://www.scalarlm.com/quick-start/
  - type: SourceCode
    url: https://github.com/tensorwavecloud/ScalarLM
  - type: Authentication
    url: authentication/tensorwave-authentication.yml
  - type: Conventions
    url: conventions/tensorwave-conventions.yml
  - type: ErrorCatalog
    url: errors/tensorwave-problem-types.yml
  - type: DataModel
    url: data-model/tensorwave-data-model.yml
- aid: tensorwave:tensorwave-openai-api
  name: TensorWave Open AI API
  description: OpenAI-compatible inference endpoints proxied to vLLM.
  humanURL: https://www.scalarlm.com/docs/
  baseURL: https://gpt-oss.cray-lm.com
  tags:
  - OpenAI
  properties:
  - type: OpenAPI
    url: openapi/tensorwave-openai-api-openapi.yml
  - type: Documentation
    url: https://www.scalarlm.com/docs/
  - type: APIReference
    url: https://www.scalarlm.com/inference/
  - type: GettingStarted
    url: https://www.scalarlm.com/quick-start/
  - type: SourceCode
    url: https://github.com/tensorwavecloud/ScalarLM
  - type: Authentication
    url: authentication/tensorwave-authentication.yml
  - type: Conventions
    url: conventions/tensorwave-conventions.yml
  - type: ErrorCatalog
    url: errors/tensorwave-problem-types.yml
  - type: DataModel
    url: data-model/tensorwave-data-model.yml
- aid: tensorwave:tensorwave-slurm-api
  name: TensorWave Slurm API
  description: Slurm scheduler status and job control.
  humanURL: https://www.scalarlm.com/docs/
  baseURL: https://gpt-oss.cray-lm.com
  tags:
  - Slurm
  properties:
  - type: OpenAPI
    url: openapi/tensorwave-slurm-api-openapi.yml
  - type: Documentation
    url: https://www.scalarlm.com/docs/
  - type: APIReference
    url: https://www.scalarlm.com/inference/
  - type: GettingStarted
    url: https://www.scalarlm.com/quick-start/
  - type: SourceCode
    url: https://github.com/tensorwavecloud/ScalarLM
  - type: Authentication
    url: authentication/tensorwave-authentication.yml
  - type: Conventions
    url: conventions/tensorwave-conventions.yml
  - type: ErrorCatalog
    url: errors/tensorwave-problem-types.yml
  - type: DataModel
    url: data-model/tensorwave-data-model.yml
- aid: tensorwave:tensorwave-training-api
  name: TensorWave Training API
  description: Megatron-LM training jobs, chunked dataset upload, checkpoints and Hugging Face publishing.
  humanURL: https://www.scalarlm.com/docs/
  baseURL: https://gpt-oss.cray-lm.com
  tags:
  - Training
  properties:
  - type: OpenAPI
    url: openapi/tensorwave-training-api-openapi.yml
  - type: Documentation
    url: https://www.scalarlm.com/docs/
  - type: APIReference
    url: https://www.scalarlm.com/inference/
  - type: GettingStarted
    url: https://www.scalarlm.com/quick-start/
  - type: SourceCode
    url: https://github.com/tensorwavecloud/ScalarLM
  - type: Authentication
    url: authentication/tensorwave-authentication.yml
  - type: Conventions
    url: conventions/tensorwave-conventions.yml
  - type: ErrorCatalog
    url: errors/tensorwave-problem-types.yml
  - type: DataModel
    url: data-model/tensorwave-data-model.yml
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: AgentSkill
  url: skills/tensorwave-batch-inference.md
- type: MCPServer
  url: mcp/tensorwave-mcp.yml
- type: Overlay
  url: overlays/tensorwave-scalarlm-overlay.yaml
- type: TrustCenter
  url: security/tensorwave-trust-center.yml
- type: Website
  url: https://tensorwave.com/
- type: DeveloperPortal
  url: https://docs.tensorwave.com/
- type: Documentation
  url: https://docs.tensorwave.com/
- type: GettingStarted
  url: https://docs.tensorwave.com/welcome-to-tensorwave/bare-metal-quickstart
- type: Support
  url: https://docs.tensorwave.com/support/filing-support-tickets
- type: Blog
  url: https://tensorwave.com/blog
- type: GitHubOrganization
  url: https://github.com/tensorwavecloud
- type: TermsOfService
  url: https://tensorwave.com/terms
- type: PrivacyPolicy
  url: https://tensorwave.com/privacy
- type: Compliance
  url: https://security.tensorwave.com/
- type: Security
  url: https://security.tensorwave.com/
- type: Contact
  url: https://tensorwave.com/connect
- type: LLMsTxt
  url: llms/tensorwave-llms.txt
- type: Packages
  url: packages/tensorwave-packages.yml
- type: SDKs
  url: packages/tensorwave-packages.yml
- type: CLI
  url: cli/tensorwave-cli.yml
- type: WellKnown
  url: well-known/tensorwave-well-known.yml
- type: Conformance
  url: conformance/tensorwave-conformance.yml
- type: Lifecycle
  url: lifecycle/tensorwave-lifecycle.yml
- type: ChangeLog
  url: changelog/tensorwave-changelog.yml
- type: DomainSecurity
  url: security/tensorwave-domain-security.yml
- type: VulnerabilityDisclosure
  url: security/tensorwave-vulnerability-disclosure.yml
x-enrichment:
  date: '2026-08-02'
  status: enriched
  artifacts_added: 21
  pass: local-v1

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TensorWave

Kin Score

APIs 5

TensorWave Generate API

TensorWave Health API

TensorWave Open AI API

TensorWave Slurm API

TensorWave Training API

Open Collections 6

API Collection

ScalarLM Generate API

ScalarLM Health API

ScalarLM Open AI API

ScalarLM Slurm API

ScalarLM Training API