149 interfaces · 15 Category · P1

Industrial APIs & SDKs

Find a documented interface, a concrete product idea and the conditions your team needs to verify.

Start with the task: review five product suites, the decision layer and data handoffs

149 products · 55 detailed guides · 94 basic entries

Detailed guides include company context, ten technical references with audience analysis and a developer specification with examples or expected results. Content coverage is separate from integration readiness; live provider tests have not been run.

View all 55 detailed guides

Roboflow Inference · Clarifai API · Google Cloud Vision API · Amazon Rekognition · Azure Vision · Ultralytics YOLO · OpenCV · MediaPipe · LiteRT · CVAT Server API · Label Studio API · FiftyOne · Viam Vision Service · ONNX Runtime · OpenVINO · TensorRT · Triton Inference Server · DeepStream SDK · Edge Impulse · BentoML · KServe · Ray Serve · vLLM · Seldon Core · MLflow API · Node-RED APIs · n8n Public API · Temporal · Camunda Orchestration API · Prefect REST API · Apache Airflow REST API · Kestra API · Make API · Zapier Developer Platform · ThingsBoard REST API · AWS IoT Core API · Azure IoT Hub REST API · AWS IoT SiteWise API · AWS IoT Greengrass API · Eclipse Ditto HTTP API · EdgeX Foundry · EMQX REST API · InfluxDB HTTP API · Cognite Data Fusion APIs · Ignition Scripting APIs · open62541 · asyncua · NodeOPCUA · PyModbus · python-can · Eclipse Paho · MAVSDK · MAVLink · ArduPilot MAVLink Interface · PX4 ROS 2 Interface

149 results

Download full catalogue JSON

API, SDK and protocol are labeled separately. Availability and licensing are checked per provider. Source review dates are shown on each product.

API / SDKP1

Roboflow Inference

Roboflow

Detailed guide + development spec · not integration-tested

Deploy computer-vision models and workflows in cloud or edge environments.

Product to buildInspection image triage

Cloud / local optionsSmall prototype

Development assessment

API / SDKP1

Clarifai API

Clarifai

Detailed guide + development spec · not integration-tested

Integrate model inference and visual analysis through documented application interfaces.

Product to buildVisual asset classifier

Provider cloudSmall prototype

Development assessment

APIP1

Google Cloud Vision API

Google Cloud

Detailed guide + development spec · not integration-tested

Extract image labels and text through a managed vision service.

Product to buildEquipment label reader

Provider cloudSmall prototype

Development assessment

API / SDKP1

Amazon Rekognition

AWS

Detailed guide + development spec · not integration-tested

Analyze image and video content with managed detection capabilities.

Product to buildSite image index

Provider cloudSmall prototype

Development assessment

API / SDKP1

Azure Vision

Microsoft

Detailed guide + development spec · not integration-tested

Access Microsoft's documented image-analysis and text-reading services.

Product to buildLegacy vision migration review

Provider cloudResolve access first

Development assessment

SDKP1

Ultralytics YOLO

Ultralytics

Detailed guide + development spec · not integration-tested

Run object detection and segmentation using the Ultralytics model tooling.

Product to buildDefect candidate detector

Native / device runtimeIntegration pilot

Development assessment

SDKP1

OpenCV

Detailed guide + development spec · not integration-tested

Process images and video through a computer-vision library.

Product to buildInspection image preprocessing

Native / device runtimeSmall prototype

Development assessment

SDKP1

MediaPipe

Google

Detailed guide + development spec · not integration-tested

Integrate packaged perception tasks into device applications.

Product to buildOn-device perception benchmark

Native / device runtimeIntegration pilot

Development assessment

API / SDKP1

CVAT Server API

CVAT

Detailed guide + development spec · not integration-tested

Manage annotation tasks and data through a server API.

Product to buildInspection annotation queue

Cloud / local optionsSmall prototype

Development assessment

API / SDKP1

Label Studio API

HumanSignal

Detailed guide + development spec · not integration-tested

Create labeling projects and exchange annotation data programmatically.

Product to buildLabel review workflow

Cloud / local optionsSmall prototype

Development assessment

SDKP1

FiftyOne

Voxel51

Detailed guide + development spec · not integration-tested

Explore visual datasets, annotations and model predictions.

Product to buildDataset quality review

Native / device runtimeIntegration pilot

Development assessment

API / SDKP1

Viam Vision Service

Viam

Detailed guide + development spec · not integration-tested

Return detections, classifications or point-cloud objects from camera data.

Product to buildCamera perception adapter

Cloud / local optionsIntegration pilot

Development assessment

SDKP1

LiteRT

Google

Detailed guide + development spec · not integration-tested

Run machine-learning inference on supported devices.

Product to buildMobile inference benchmark

Native / device runtimeIntegration pilot

Development assessment

SDKP1

ONNX Runtime

Microsoft / ONNX Runtime

Detailed guide + development spec · not integration-tested

Run model inference across supported execution providers and language bindings.

Product to buildPortable model benchmark

Native / device runtimeIntegration pilot

Development assessment

SDKP1

OpenVINO

Intel

Detailed guide + development spec · not integration-tested

Optimize and run inference with Intel's deployment toolkit.

Product to buildIntel edge inspection runner

Native / device runtimeIntegration pilot

Development assessment

SDKP1

TensorRT

NVIDIA

Detailed guide + development spec · not integration-tested

Optimize inference execution for supported NVIDIA hardware.

Product to buildJetson inference comparison

Native / device runtimeIntegration pilot

Development assessment

API / SDKP1

Triton Inference Server

NVIDIA

Detailed guide + development spec · not integration-tested

Serve trained models through an inference-server interface.

Product to buildMulti-model inference endpoint

Self-hosted serviceIntegration pilot

Development assessment

SDKP1

DeepStream SDK

NVIDIA

Detailed guide + development spec · not integration-tested

Build accelerated video analytics pipelines on supported hardware.

Product to buildMulti-camera inspection pipeline

Native / device runtimeIntegration pilot

Development assessment

API / SDKP1

Edge Impulse

Detailed guide + development spec · not integration-tested

Develop and deploy edge models with documented APIs and hardware guidance.

Product to buildSensor anomaly pilot

Cloud / local optionsIntegration pilot

Development assessment

API / SDKP1

BentoML

Detailed guide + development spec · not integration-tested

Package model inference into typed online services.

Product to buildInspection inference service

Self-hosted serviceSmall prototype

Development assessment

API / SDKP1

KServe

Detailed guide + development spec · not integration-tested

Deploy model inference on Kubernetes through a standardized serving platform.

Product to buildShared inference cluster

Self-hosted serviceIntegration pilot

Development assessment

SDK / APIP1

Ray Serve

Ray Project

Detailed guide + development spec · not integration-tested

Compose and scale model-serving workloads on Ray.

Product to buildParallel inspection inference

Self-hosted serviceIntegration pilot

Development assessment

API / SDKP1

vLLM

vLLM Project

Detailed guide + development spec · not integration-tested

Serve language-model inference through a dedicated runtime.

Product to buildLocal maintenance assistant

Self-hosted serviceIntegration pilot

Development assessment

API / SDKP1

Seldon Core

Seldon

Detailed guide + development spec · not integration-tested

Deploy and observe machine-learning inference services.

Product to buildManaged model rollout

Self-hosted serviceIntegration pilot

Development assessment

Browse every interface by category

Computer vision · 12

Roboflow Inference — Inspection image triage
Clarifai API — Visual asset classifier
Google Cloud Vision API — Equipment label reader
Amazon Rekognition — Site image index
Azure Vision — Legacy vision migration review
Ultralytics YOLO — Defect candidate detector
OpenCV — Inspection image preprocessing
MediaPipe — On-device perception benchmark
CVAT Server API — Inspection annotation queue
Label Studio API — Label review workflow
FiftyOne — Dataset quality review
Viam Vision Service — Camera perception adapter

Edge AI / model serving · 13

LiteRT — Mobile inference benchmark
ONNX Runtime — Portable model benchmark
OpenVINO — Intel edge inspection runner
TensorRT — Jetson inference comparison
Triton Inference Server — Multi-model inference endpoint
DeepStream SDK — Multi-camera inspection pipeline
Edge Impulse — Sensor anomaly pilot
BentoML — Inspection inference service
KServe — Shared inference cluster
Ray Serve — Parallel inspection inference
vLLM — Local maintenance assistant
Seldon Core — Managed model rollout
MLflow API — Model evidence registry

Workflow automation · 9

Node-RED APIs — Factory notification flow
n8n Public API — RFQ intake orchestration
Temporal — Recoverable quotation workflow
Camunda Orchestration API — Engineering approval workflow
Prefect REST API — Scheduled supplier evidence jobs
Apache Airflow REST API — Industrial data refresh pipeline
Kestra API — Evidence extraction pipeline
Make API — Supplier follow-up queue
Zapier Developer Platform — RFQ application connector

Industrial IoT / SCADA · 17

ThingsBoard REST API — Equipment telemetry dashboard
AWS IoT Core API — Connected-device registry
Azure IoT Hub REST API — Device-status workspace
AWS IoT SiteWise API — Machine asset data view
AWS IoT Greengrass API — Edge software rollout tracker
Eclipse Ditto HTTP API — Device state twin
EdgeX Foundry — Factory edge data bridge
EMQX REST API — MQTT fleet health view
InfluxDB HTTP API — Machine trend explorer
Cognite Data Fusion APIs — Industrial asset evidence browser
Ignition Scripting APIs — SCADA event export
open62541 — OPC UA tag reader
asyncua — Python equipment tag monitor
NodeOPCUA — Node.js factory gateway
PyModbus — Read-only register monitor
python-can — CAN telemetry viewer
Eclipse Paho — Telemetry subscriber

UAV / mission integration · 9

MAVSDK — Simulator telemetry workspace
MAVLink — Mission log message decoder
ArduPilot MAVLink Interface — SITL mission data viewer
PX4 ROS 2 Interface — Companion-computer data bridge
DJI Mobile SDK — Supported-aircraft telemetry view
Parrot Olympe — Parrot mission-data viewer
FlytBase Drone API — Docked-drone status console
Auterion SDK — Onboard inspection adapter
QGroundControl Developer Guide — Mission evidence panel

Robotics / simulation · 10

ROS 2 — Robot sensor integration harness
Nav2 — Warehouse navigation simulation
MoveIt 2 — Tool-handling motion simulation
Open-RMF — Factory fleet scheduling simulation
Isaac Sim — Factory robot scenario
Gazebo — UAV sensor simulation
Webots Controller API — Robot controller testbed
MuJoCo API — Mechanism dynamics comparison
CoppeliaSim Remote API — Remote simulation runner
Universal Robots RTDE — Robot cycle telemetry monitor

RF / communication middleware · 7

GNU Radio APIs — Recorded RF spectrum viewer
SoapySDR — SDR device adapter
USRP Hardware Driver API — USRP signal capture inspector
libiio — Industrial I/O sensor reader
Eclipse Cyclone DDS — Sensor-message latency benchmark
Fast DDS — Mission data-bus benchmark
Eclipse Zenoh — Edge-to-cloud telemetry bridge

Remote ID / UTM / airspace data · 4

Open Drone ID Core C — Remote ID message inspector
InterUSS DSS — UTM interoperability sandbox
InterUSS Monitoring — UTM interface regression runner
ADS-B Exchange Data APIs — Aircraft situational-data viewer

CAD / 3D / digital twin · 14

Autodesk Platform Services — CAD evidence viewer
Onshape API — CAD version and BOM review
iTwin Platform APIs — Infrastructure evidence workspace
Cesium ion REST API — Inspection terrain scene
Omniverse Kit SDK — Factory scenario extension
Rhino Compute — Geometry processing job
FreeCAD APIs — CAD metadata preflight
Open CASCADE Technology — STEP geometry inspection
Blender Python APIs — Product render job runner
Speckle Developer Platform — Model collaboration evidence
IfcOpenShell — IFC asset extractor
OpenUSD APIs — Factory scene provenance
Azure Digital Twins APIs — Equipment relationship graph
AWS IoT TwinMaker API — Factory asset scene explorer

Geospatial / Earth observation · 13

Google Earth Engine — Inspection-area change review
Copernicus Data Space APIs — Satellite evidence lookup
Sentinel Hub APIs — Vegetation imagery comparison
Planet APIs — Site imagery evidence timeline
UP42 APIs — Geospatial data sourcing review
Vantor Hub APIs (Maxar portal) — Infrastructure imagery browser
ArcGIS REST APIs — Inspection findings map
Mapbox APIs — Mission map workspace
Geoapify APIs — Service-area location lookup
GDAL APIs — Orthomosaic metadata preflight
PDAL — Point-cloud quality inspector
OpenAerialMap API — Aerial-imagery source finder
OpenDroneMap Interfaces — Survey processing job workspace

Weather / climate data · 12

Open-Meteo API — Mission weather brief
OpenWeather APIs — Field weather dashboard
WeatherAPI.com — Site forecast comparison
Tomorrow.io APIs — Weather-window planner
MET Norway Locationforecast — Location forecast reader
NOAA NWS API — US operation weather brief
Aviation Weather Center Data API — METAR evidence viewer
NASA POWER API — Long-term site conditions brief
Copernicus Climate Data Store API — Historical operating-condition study
Meteomatics Weather API — Weather-variable comparison
Visual Crossing Weather API — Job weather timeline
Taiwan CWA Open Data API — Taiwan field weather brief

Components / ERP / logistics · 9

Nexar Supply API — BOM sourcing evidence comparison
DigiKey APIs — Component availability lookup
Mouser Search API — Part-number evidence reader
Frappe / ERPNext REST API — RFQ-to-order document bridge
Business Central API — Order-status integration
NetSuite SuiteTalk REST — ERP order evidence view
EasyPost API — Shipment status workspace
Shippo API — Shipping-rate evidence comparison
Odoo External APIs — Manufacturing-order read adapter

Energy / solar data · 8

Google Maps Solar API — Roof solar-potential review
PVWatts V8 API — Solar yield estimate
Solar Dataset Query V2 API — Solar-data coverage finder
NSRDB Data Downloads API — Solar-resource data brief
Enphase Monitoring API — Solar site performance review
pvlib python — PV scenario comparison
EIA Open Data API — Industrial energy-context brief
Alternative Fuel Stations API — Charging-site location browser

Monitoring / observability · 5

Prometheus HTTP API — Edge service-health dashboard
Grafana APIs — Factory dashboard provisioner
OpenTelemetry OTLP — Industrial API trace adapter
Sentry API — Product incident evidence view
Rerun SDK — Robot mission replay

Documents / procurement agents · 7

LandingAI Agentic Document Extraction — RFQ attachment extractor
Amazon Textract — Supplier quotation reader
Azure Document Intelligence — Purchase-order extraction review
Mistral OCR — Catalog page extraction
Unstructured API — Technical-manual ingestion
Haystack — Evidence-linked manual search
LangGraph — Human-reviewed sourcing assistant