We know AI and agriculture. We will run the model you need through one API.

Turns multi-sensor satellite chips into 1024-dimensional embeddings for a place and time, usable for classification, change, and downstream heads.

No public hosted Clay inference API found. Open weights — we would host them; we do not run them today.

Docs GitHub Weights Spec How to run Clay foundation model embeddings Hosted Clay satellite embedding API

Geospatial foundation model pretrained on Harmonized Landsat–Sentinel-2 (HLS); fine-tunable for flood and burn scars, crop classification, and similar tasks.

No public third-party Prithvi-as-a-service API found. Hugging Face demos exist; production means self-host.

Hugging Face collection Prithvi-EO-2.0-300M NASA overview Prithvi-EO-2.0 inference API How to run a Prithvi-EO fine-tune for crop classification

Temporal EO foundation model that ships precomputed annual ~10 m, 128-D embeddings from Sentinel-1/2 time series.

Published embedding layers, not weights we run. Tile fetch needs CPU, storage, and bandwidth — not a GPU.

TESSERA GeoTessera docs GeoTessera repo TESSERA embeddings download API How to get 10 m embeddings with GeoTessera

Pretrained backbones for satellite and aerial imagery (Sentinel-1/2, Landsat, aerial) to fine-tune for land cover, crops, buildings, and similar tasks.

No hosted Satlas inference API found.

Ai2 post Hugging Face Code How to fine-tune SatlasPretrain on Sentinel-2

Analysis-ready annual 10 m, 64-D embeddings, distributed as an Earth Engine collection and GCS COGs.

Published embedding layers, not weights we run. Model weights are not open.

Earth Engine catalog GCS notes Google Satellite Embedding V1 in Earth Engine AlphaEarth Foundations embeddings on GCS

A platform to train and host object-detection workflows that locate weeds versus crops in drone, tractor, or phone imagery.

Quality depends on the specific trained model, not a single global weed model.

Weed detection Universe hub API for weed detection in crop imagery

A multiclass Australian weed-species image dataset with reference models — useful for training a classifier, not a product API by itself.

GitHub Zenodo Hosted DeepWeeds classifier API

Image to crop disease, pest, and nutrient-issue suggestions for 23 major food crops (~288 classes), with treatment and severity-style metadata.

crop.health crop.health API for disease identification Plant disease detection API for farms

Broader plant disease, pest, and abiotic diagnosis from images (~548 health-related classes), with more houseplant and ornamental coverage than crop.health.

Prefer crop.health for farm B2B; plant.health if the scope includes ornamentals.

plant.health Plant.id docs Plant disease detection API for farms

Classic leaf-disease image datasets widely reused for training classifiers; community projects appear on Roboflow Universe.

Not a single authoritative PlantVillage API. License varies by upload.

Example Universe project Plant disease detection API for farms

Process-based crop-water and yield simulation, runnable point-wise (AquaCrop-OSPy) or gridded over regions (GeoAquaCrop).

Not the official FAO AquaCrop binary; some FAO features are still missing per the upstream README. No third-party hosted API found.

AquaCrop-OSPy GeoAquaCrop PyPI Docs How to run GeoAquaCrop for gridded yield Hosted AquaCrop-OSPy API

250 m global maps of pH, SOC, texture, bulk density, CEC, nitrogen, and other properties at standard depths.

REST API v2.0 is paused / unreliable. The stable wrap is WCS, WebDAV, or GEE community datasets.

ISRIC Docs Access FAQ WCS SoilGrids WCS API for soil properties

Upload VisNIR, NIR, or MIR soil spectra and get predicted soil properties with uncertainty and representativeness flags.

Experimental plumber API (testing; about 20 spectra per request). Not a hard SLA product.

Web services Prediction models OSSL soil spectroscopy prediction API

HTTP JSON weather forecast and historical APIs with ag-relevant variables (ET0, soil moisture and temperature, VPD, precip, radiation), stitching national model output.

Raw forecast JSON is commodity. We do not own the NWP science.

Docs ECMWF GFS Open-Meteo ET0 and irrigation weather API

Predicts dairy and beef nutrient requirements, rumen digestion, ration outcomes, and emissions — the science core many nutritionists use.

Licensed software, not an open model API. No public CNCPS HTTP API found.

Cornell CNCPS AMTS Nutrition NDS Professional CNCPS ration API

Parlour-exit cameras and AI for daily mobility (lameness) scores and body condition (BCS), with herd dashboards.

A full farm product, not a documented public model API. No verified open cattle BCS or lameness weights found.

CattleEye What it is Cattle lameness detection API