Sight Machine website screenshot

Sight Machine

Sight Machine is an industrial AI company (founded 2011, San Francisco and Ann Arbor) whose Manufacturing Data Platform connects to plant OT and IT systems — historians, MES, ERP, PLCs, OPC UA servers and MQTT brokers — and builds a semantic model of the factory that AI agents reason over. The platform is delivered as a per-customer tenant at {tenant}.sightmachine.io, and exposes its production data through a versioned /v1 REST surface (Dashboard API plus datatab/selector data endpoints), a first-party Python SDK (smsdk), and a PostgreSQL-wire ODBC/JDBC connector. Edge ingestion runs through FactoryTX, which speaks OPC UA, MQTT, SQL and file/cloud-store protocols. Authentication is by API key and secret headers issued per tenant; there is no public sandbox, no published pricing, and the API reference itself is served from inside the authenticated tenant environment.

Sight Machine is listed with 2 APIs on the APIs.io network. Tagged areas include Manufacturing, Industrial IoT, Analytics, Artificial Intelligence, and Agents.

The Sight Machine catalog on APIs.io includes 1 event-driven AsyncAPI specification.

Sight Machine’s developer surface includes engineering blog, documentation, API reference, getting-started guide, changelog, authentication, and 20 more developer resources.

38.8/100 thin ▬ flat Agent 25/100 agent aware Front door AI 5/6 prominent saas Full breakdown ↓
scored 2026-10-17 · rubric v0.24.0
AccessApproval
2 APIs
ManufacturingIndustrial IoTAnalyticsArtificial IntelligenceAgentsDataOPC UAMQTTDigital Twin

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-10-17 · rubric v0.24.0
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/.
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 github.com/api-evangelist/sight-machine: open an issue to ask a question, or submit a pull request to add artifacts. 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.

MarketPositionDepthRegistered MCP serverDeclares compatibility
Cloud Marketplaces (distribution) distribution 9.6 (thin) - -

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 2

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.

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

APIs 2

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

Sight Machine Dashboard API

REST endpoint that returns the fully-resolved values behind a Sight Machine dashboard, panel by panel, so dashboard data can be consumed by external enterprise applications. Aut...

Sight Machine Platform Data API

The /v1 datatab and selector surface of the Sight Machine Manufacturing Data Platform — cycles, downtime, parts, lines, raw data, machine types, machine schemas and KPI selector...

Pricing Plans 1

Published pricing tiers and plan structures.

Rate Limits 1

Documented rate limits and quota policies.

Sight Machine Rate Limits

0 limits

RATE LIMITS

Event Specifications 1

AsyncAPI definitions for this provider's event-driven and streaming APIs.

Security Posture 3

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

Sight Machine Authentication

3 schemes

SECURITY

Sight Machine Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Sight Machine Vulnerability Disclosure

Hackerone · security.txt · contact published

SECURITY

Resources

Get Started 1

Portal, sign-up, and the first successful call

Documentation 2

Reference material describing how the API behaves

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

Design & Contract 5

Pagination, idempotency, versioning, errors, and events

Build 3

SDKs, sample code, and the tooling you integrate with

Access & Security 5

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

Source (apis.yml)

apis.yml Raw ↑
aid: sight-machine
name: Sight Machine
description: Sight Machine is an industrial AI company (founded 2011, San Francisco and Ann Arbor) whose Manufacturing Data
  Platform connects to plant OT and IT systems — historians, MES, ERP, PLCs, OPC UA servers and MQTT brokers — and builds
  a semantic model of the factory that AI agents reason over. The platform is delivered as a per-customer tenant at {tenant}.sightmachine.io,
  and exposes its production data through a versioned /v1 REST surface (Dashboard API plus datatab/selector data endpoints),
  a first-party Python SDK (smsdk), and a PostgreSQL-wire ODBC/JDBC connector. Edge ingestion runs through FactoryTX, which
  speaks OPC UA, MQTT, SQL and file/cloud-store protocols. Authentication is by API key and secret headers issued per tenant;
  there is no public sandbox, no published pricing, and the API reference itself is served from inside the authenticated tenant
  environment.
url: https://raw.githubusercontent.com/api-evangelist/sight-machine/refs/heads/main/apis.yml
x-type: company
x-source: harvest:secondary-market
deliveryModel:
  model: saas
  license_evidence:
    not_product:
    - sightmachine/sightmachine-sdk
  open_source: unknown
  commercial: true
  callable_host: false
  label: Hosted service · you call their endpoint
  confidence: low
  source:
  - pricing
  - repository-not-product
  generated: '2026-09-25'
  method: derived
accessModel:
  pricing: unknown
  onboarding: approval
  trial: false
  try_now: false
  public: false
  label: Requires approval
  confidence: medium
  source:
  - plans
  - authentication
  - rate-limits
  - security
  generated: '2026-09-03'
  method: derived
specificationVersion: '0.20'
created: '2026-08-27'
modified: '2026-10-06'
tags:
- Manufacturing
- Industrial IoT
- Analytics
- Artificial Intelligence
- Agents
- Data
- OPC UA
- MQTT
- Digital Twin
tags_raw:
- Manufacturing
- Industrial IoT
- Analytics
- Artificial Intelligence
- Agents
- Data
- OPC UA
- MQTT
- Digital Twin
- Operations
apis:
- aid: sight-machine:sight-machine-dashboard-api
  name: Sight Machine Dashboard API
  description: REST endpoint that returns the fully-resolved values behind a Sight Machine dashboard, panel by panel, so dashboard
    data can be consumed by external enterprise applications. Authenticated with a tenant API key id and secret passed as
    X-SM-API-Key-Id and X-SM-API-Secret headers. Widgets must be configured for background loading before their data is reachable
    through the API.
  humanURL: https://docs.sightmachine.com/docs/apis
  baseURL: https://{tenant}.sightmachine.io
  tags:
  - Dashboards
  - Analytics
  - Manufacturing
  properties:
  - type: Documentation
    url: https://docs.sightmachine.com/docs/apis
  - type: Authentication
    url: authentication/sight-machine-authentication.yml
  - type: ErrorCatalog
    url: errors/sight-machine-problem-types.yml
- aid: sight-machine:sight-machine-platform-data-api
  name: Sight Machine Platform Data API
  description: The /v1 datatab and selector surface of the Sight Machine Manufacturing Data Platform — cycles, downtime, parts,
    lines, raw data, machine types, machine schemas and KPI selectors. This is the surface the first-party Python SDK (smsdk)
    calls. It is served from the customer tenant host and requires an API key id and secret, or a session established by basic
    login.
  humanURL: https://docs.sightmachine.com/docs/sdk
  baseURL: https://{tenant}.sightmachine.io
  tags:
  - Manufacturing
  - Analytics
  - Data
  properties:
  - type: Documentation
    url: https://docs.sightmachine.com/docs/sdk
  - type: SourceCode
    url: https://github.com/sightmachine/sightmachine-sdk
  - type: DataModel
    url: data-model/sight-machine-data-model.yml
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- url: https://www.sightmachine.com/news
  type: Blog
- type: DomainSecurity
  url: security/sight-machine-domain-security.yml
- type: Website
  url: https://www.sightmachine.com/
- type: Documentation
  url: https://docs.sightmachine.com/docs/overview
- type: APIReference
  url: https://docs.sightmachine.com/docs/apis
- type: GettingStarted
  url: https://docs.sightmachine.com/docs/overview
- type: GitHubOrganization
  url: https://github.com/sightmachine
- type: PrivacyPolicy
  url: https://www.sightmachine.com/privacy-policy
- type: TermsOfService
  url: https://www.sightmachine.com/software-and-services-agreement
- type: Security
  url: https://www.sightmachine.com/security
- type: LinkedIn
  url: https://linkedin.com/company/sight-machine
- type: ChangeLog
  url: changelog/sight-machine-changelog.yml
- type: Packages
  url: packages/sight-machine-packages.yml
- type: SDKs
  url: packages/sight-machine-packages.yml
- type: WellKnown
  url: well-known/sight-machine-well-known.yml
- type: SecurityTxt
  url: well-known/sight-machine-security.txt
- type: LLMsTxt
  url: llms/sight-machine-llms.txt
- type: Authentication
  url: authentication/sight-machine-authentication.yml
- type: Conventions
  url: conventions/sight-machine-conventions.yml
- type: ErrorCatalog
  url: errors/sight-machine-problem-types.yml
- type: Lifecycle
  url: lifecycle/sight-machine-lifecycle.yml
- type: Conformance
  url: conformance/sight-machine-conformance.yml
- type: DataModel
  url: data-model/sight-machine-data-model.yml
- type: Plans
  url: plans/sight-machine-plans-pricing.yml
- type: RateLimits
  url: rate-limits/sight-machine-rate-limits.yml
- type: VulnerabilityDisclosure
  url: security/sight-machine-vulnerability-disclosure.yml
x-enrichment:
  date: '2026-08-27'
  status: enriched
  artifacts_added: 18
  pass: local-v1

Work with this as data

Every provider here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for providers

9 MCP tools reach this
  • find_providersBrowse and filter every provider in the catalog.
  • get_provider_artifactsEvery artifact this provider publishes, grouped by type.
  • get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.
  • 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.
All 92 tools →

Call it yourself

curl for this page
This provider
curl "https://apis.io/api/v1/providers/sight-machine"
All providers
curl "https://apis.io/api/v1/providers?limit=25"
Every operation they expose
curl "https://apis.io/api/v1/providers/sight-machine/operations?limit=25"
How their score was established
curl "https://apis.io/api/v1/providers/sight-machine/evidence"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

A second provider on the same verified email joins the account you already have.