Tenstorrent

Tenstorrent is an AI hardware company designing Tensix and Tensix++ based AI accelerators on the open RISC-V architecture, including the Wormhole and Blackhole generations of cards, the TT-QuietBox workstation, and the Galaxy Blackhole 6U server housing 32 Blackhole chips. The company is unusual in the AI silicon space for shipping a fully open-source software stack including TT-Metal (the low-level kernel and operator library), TT-Forge (an MLIR-based compiler for PyTorch, JAX, and ONNX), TT-MLIR, TT-XLA, the TT-Inference-Server, and RISC-V cores and toolchains. Pricing is published from 999 dollars for an entry card up to 440,000 dollars for a base Galaxy supercluster. Tenstorrent does not currently offer a public hosted-inference API, so this profile catalogs hardware, SDKs, compilers, and open-source repositories rather than an HTTP API surface.

Tenstorrent is profiled on the APIs.io network. Tagged areas include AI Hardware, RISC-V, Accelerator, Open Source, and Compilers.

Tenstorrent’s developer surface includes documentation, engineering blog, and 20 more developer resources.

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10.4/100 minimal ▬ flat Agent 0/100 human only Front door AI 4/6 moderate Heartbeat 100/100 alive library Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

0 APIs

AI Hardware RISC-V Accelerator Open Source CompilersMLIRPyTorchJAXSDK Data Center

Kin Score

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

Composite quality — 10.4/100 · minimal

Contract Quality 0.0 / 21

Developer Ergonomics 5.7 / 17

Access Clarity 0.0 / 17

Operational Transparency 0.3 / 11

Contract Governance 0.0 / 10

Discoverability 4.1 / 9

Regulatory Posture 0.9 / 15

Agent readiness — 0/100 · 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 0 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 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

13 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
Access Clarity scores 0.0 — up to +20.0 composite points
Developer Ergonomics scores 33.3 — up to +13.3 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/tenstorrent/apis.yml: open an issue on github.com/api-evangelist/tenstorrent 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
IDE Extension Marketplaces (JetBrains, VS Code, Open VSX, Docker Verified Publishers, PyPI orgs)	mixed	46.0	-	1
Semiconductor Consortia (RISC-V, OCP hardware, CHIPS awards)	mixed	46.0	-	1
Vendor CLIs in the Arch User Repository	mixed	46.0	-	1

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.

Standards implemented 1

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

RISC-V

tagged — the provider's own APIs.json carries the standard as a tag; implementation not verified

Security Posture 1

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

Tenstorrent Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Resources

Get Started 1

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Build 2

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

SDKs

SDKs

Access & Security 2

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

BountyProgram

BountyProgram

Operate 1

Status, limits, changes, and where to get help

Discord

Discord

Company 4

The organization behind the API

Website

Website

Blog

Blog

LinkedIn

Twitter

Twitter

Other 11

Properties that don't map to a standard resource type

Hardware

Hardware

Hardware

Hardware

Compiler

Compiler

Compiler

InferenceServer

Debugger

Simulator

Email

Scroll for all 11

Source (apis.yml)

aid: tenstorrent
name: Tenstorrent
description: Tenstorrent is an AI hardware company designing Tensix and Tensix++ based AI accelerators on the open RISC-V
  architecture, including the Wormhole and Blackhole generations of cards, the TT-QuietBox workstation, and the Galaxy Blackhole
  6U server housing 32 Blackhole chips. The company is unusual in the AI silicon space for shipping a fully open-source software
  stack including TT-Metal (the low-level kernel and operator library), TT-Forge (an MLIR-based compiler for PyTorch, JAX,
  and ONNX), TT-MLIR, TT-XLA, the TT-Inference-Server, and RISC-V cores and toolchains. Pricing is published from 999 dollars
  for an entry card up to 440,000 dollars for a base Galaxy supercluster. Tenstorrent does not currently offer a public hosted-inference
  API, so this profile catalogs hardware, SDKs, compilers, and open-source repositories rather than an HTTP API surface.
type: Index
deliveryModel:
  model: library
  open_source: false
  commercial: false
  callable_host: false
  label: Library · distributed through package registries, no callable service
  confidence: low
  source:
  - none
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source:
  - security
  generated: '2026-11-06'
  method: derived
position: Producing
access: 3rd-Party
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/tenstorrent.png
x-docs-platform: sphinx
x-docs-platform-confidence: medium
x-docs-platform-checked: 2026-10-17
tags:
- AI Hardware
- RISC-V
- Accelerator
- Open Source
- Compilers
- MLIR
- PyTorch
- JAX
- SDK
- Data Center
tags_raw:
- AI Hardware
- RISC-V
- Accelerator
- Open Source
- Compiler
- MLIR
- PyTorch
- JAX
- SDK
- Datacenter
- Open-Source
- Data-Center
url: https://raw.githubusercontent.com/api-evangelist/tenstorrent/refs/heads/main/apis.yml
created: '2026-05-23'
modified: '2026-05-23'
specificationVersion: '0.23'
apis: []
common:
- type: DomainSecurity
  url: security/tenstorrent-domain-security.yml
- type: Website
  url: https://tenstorrent.com
- type: Hardware
  url: https://tenstorrent.com/en/hardware/wormhole
- type: Hardware
  url: https://tenstorrent.com/en/hardware/blackhole
- type: Hardware
  url: https://tenstorrent.com/en/hardware/galaxy
- type: Hardware
  url: https://tenstorrent.com/en/hardware/tt-quietbox
- type: DeveloperPortal
  url: https://tenstorrent.com/developers
- type: Documentation
  url: https://docs.tenstorrent.com
- type: GitHubOrganization
  url: https://github.com/tenstorrent
- type: SDKs
  url: https://github.com/tenstorrent/tt-metal
- type: Compiler
  url: https://github.com/tenstorrent/tt-forge
- type: Compiler
  url: https://github.com/tenstorrent/tt-mlir
- type: Compiler
  url: https://github.com/tenstorrent/tt-xla
- type: InferenceServer
  url: https://github.com/tenstorrent/tt-inference-server
- type: Debugger
  url: https://github.com/tenstorrent/tt-exalens
- type: Simulator
  url: https://github.com/tenstorrent/polaris
- type: Discord
  url: https://discord.gg/tenstorrent
- type: Blog
  url: https://tenstorrent.com/en/news
- type: BountyProgram
  url: https://tenstorrent.com/en/bounties
- type: LinkedIn
  url: https://www.linkedin.com/company/tenstorrent-inc
- type: Twitter
  url: https://twitter.com/tenstorrent
- type: Email
  url: mailto:ospo@tenstorrent.com
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

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