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GPT-5

OpenAI
Models, data & tools
Before commissioning a farm specific model, it helps to see what a general assistant already manages. This is a general purpose language model, used through a programming interface, that has been assessed on agricultural advisory questions.
Paid or approval
Cloud-hosted
Models & fine-tunes
View listing
GPT-5
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Paid or approval
Cloud-hosted
2026-08-23
  • What can a general assistant already do for farming
  • Decide whether to build a farm specific model
  • Ask a general model a crop question
  • General model assessed on farm advisory questions
  • Call an assistant from my farm app
  • Test a general model on farm advice

GPT-5.1

OpenAI
Models, data & tools
Farm questions arrive faster than experts can answer them, so people lean on general assistants. This is a general purpose language model, reached through a programming interface, that has been run over a set of agricultural advisory questions.
Paid or approval
Cloud-hosted
Models & fine-tunes
View listing
GPT-5.1
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Paid or approval
Cloud-hosted
2026-08-23
  • Farm questions arrive faster than experts can answer
  • Ask a general assistant about a crop problem
  • General model run on farm advisory questions
  • Call a general model from a farm tool
  • Get a quick farm answer from an assistant
  • Compare assistants on agricultural advice

GPT-5 mini

OpenAI
Models, data & tools
Smaller and cheaper general models are worth checking when farm advice volumes are high. This is a lighter general purpose language model, called through a programming interface, that has been put through an agricultural advice question set.
Paid or approval
Cloud-hosted
Models & fine-tunes
View listing
GPT-5 mini
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Paid or approval
Cloud-hosted
2026-08-23
  • Cheaper model for lots of farm questions
  • Handle high volumes of grower queries
  • Lighter general model for crop advice
  • Keep costs down on farm question answering
  • Small general model tested on farm advice
  • Compare a small model on farming questions

GptOracle The Livestock Farmer

Individual publisher
Products & platforms
Livestock questions about health, housing and handling tend to arrive at awkward hours. This is a preconfigured chat assistant, opened through a shared link, offering general guidance on running a livestock operation.
Free
Cloud-hosted
Prompts, skills & templates
View listing
GptOracle The Livestock Farmer
plan-manage-production
livestock-and-aquaculture
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • Livestock health questions at odd hours
  • How to house cattle properly
  • Handling advice for farm animals
  • Running a livestock operation
  • General livestock guidance

gpt-oss-120b

OpenAI
Models, data & tools
Some teams need a model they can host themselves rather than call over the internet. This is an openly released general purpose language model, also reachable by programming interface, that has been tried on farm advisory questions.
Free · Open source
Cloud-hosted · Downloadable
Models & fine-tunes
View listing
gpt-oss-120b
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Free · Open source
Cloud-hosted · Downloadable
2026-08-23
  • Host a farm advice model ourselves
  • Open general model for farming questions
  • Keep farm queries on our own servers
  • Open weights tested on farm advisory questions
  • Call an open model for crop advice
  • Run an assistant without an outside service

Granite 4.2

IBM
Models, data & tools
IBM’s open dense reasoning language-model family in 3B, 8B and 30B sizes with tool calling and switchable thinking modes. IBM identifies the 3B model for edge and resource-constrained deployment. The family is general-purpose rather than agrifood-specific.
Free · Open source
Self-hosted / on-premise · Edge / local · Downloadable
Models & fine-tunes
View listing
Granite 4.2
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
models-and-fine-tunes
Free · Open source
Self-hosted / on-premise · Edge / local · Downloadable
2026-08-26
  • Run a reasoning assistant on constrained farm hardware
  • Build an edge tool-calling agent
  • Add local question answering over operational documents
  • Choose low-effort reasoning for lower latency
  • Fine-tune a compact enterprise model for agrifood
  • Keep selected workflows self-hosted

GRAPE dataset

Zenodo
Models, data & tools
Vineyard research and grape recognition work both need labelled examples that are not simple to collect. This is a grape dataset listed in an open catalogue, available to download for training, reference or scoring.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
GRAPE dataset
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-23
  • Grape data for vineyard research
  • Labelled grape examples to download
  • Train a grape recognition model
  • Reference data for a vineyard project
  • Score a grape model against shared data
  • Find a grape dataset i can reuse

greenhouse-sensor-data

Okyanus / Pomona
Models, data & tools
Building a watering advisor needs real readings from a growing space, not made up numbers. This is a downloadable collection of greenhouse sensor readings, including soil moisture and watering context, used to train advisory add ons.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
greenhouse-sensor-data
plan-manage-production
irrigation-and-water-management
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-23
  • Greenhouse sensor readings to download
  • Soil moisture data for training a model
  • Build a watering advisor with real readings
  • Watering context records from a greenhouse
  • Greenhouse data for an irrigation model

Green Shield crop-protection LLM

Nanjing Agricultural University and National Key Laboratory of Agricultural Biosafety
Models, data & tools
Advising on pest control means matching symptoms to a crop stage and then checking what is legally allowed. These are downloadable weights for a language model trained on crop protection text that suggests control steps and flags registration rules.
Free
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
Green Shield crop-protection LLM
diagnose-protect-assure
crop-protection-and-plant-health
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • What to spray for this pest
  • Check if a product is allowed on my crop
  • Match pest symptoms to crop stage
  • Crop protection advice model weights
  • Is this pesticide registered for use

GroIMP

Grogra community
Models, data & tools
Sketching how a plant will branch and fill space under different conditions is hard to do on paper. This is a modelling program where you write growth rules and watch a three dimensional plant develop from them.
Free
Cloud-hosted · Downloadable
Simulation, digital twins & world models
View listing
GroIMP
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
simulation-digital-twins-and-world-models
Free
Cloud-hosted · Downloadable
2026-08-23
  • How will this plant branch and fill space
  • Write growth rules and watch a plant develop
  • See a 3d plant grow from rules
  • Model plant shape under different conditions
  • Sketch plant development without paper
  • Build a virtual plant model

HACCP Course

Individual publisher
Services & solution providers
New staff need to understand food safety hazard plans before they can be trusted with the records. This is a preconfigured chat assistant, shared by link and offered with support, teaching food safety hazard control for food businesses.
Paid or approval
Cloud-hosted
Prompts, skills & templates
View listing
HACCP Course
comply-govern
regulatory-and-compliance
obtainable-service-or-consultancy
prompts-skills-and-templates
Paid or approval
Cloud-hosted
2026-08-17
  • Train new staff on food safety plans
  • Learn hazard control for a food business
  • Course on food safety hazard plans
  • Teach staff before trusting them with records
  • Hazard plan training with support

HACCP Plan Generator AI

Individual publisher
Products & platforms
Writing a food safety hazard plan from scratch for a new product or line can take days. This is a preconfigured chat assistant, opened through a shared link, that drafts those plans for food businesses.
Free
Cloud-hosted
Prompts, skills & templates
View listing
HACCP Plan Generator AI
comply-govern
regulatory-and-compliance
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • Write a food safety hazard plan
  • Draft a hazard plan for a new product line
  • Speed up hazard plan writing
  • Hazard plan for a food business
  • Get a first draft of a safety plan

heig-vd-geo/STDL-soils

heig-vd-geo
Models, data & tools
Soil information is often stuck in formats that are awkward to use in a model. This is a downloadable soils dataset published for training, grounding or testing farm related models and analysis.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
heig-vd-geo/STDL-soils
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Soil data i can use in a model
  • Soil information in a format code reads
  • Train a model on soil data
  • Soil dataset to download
  • Ground a farm assistant in soil information
  • Soil records for agronomy analysis

Helios

UC Davis Plant Simulation Lab
Models, data & tools
Modelling how light moves through a canopy, or how plant shape affects growth, needs detailed three dimensional geometry. This is a code framework in the C++ language for building plant and environment models, with add-on modules.
Free
Cloud-hosted · Downloadable
Simulation, digital twins & world models
View listing
Helios
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
simulation-digital-twins-and-world-models
Free
Cloud-hosted · Downloadable
2026-08-17
  • How does light move through a crop canopy
  • Model how plant shape affects growth
  • Build a 3d plant and environment model
  • Simulate canopy light capture in code
  • Detailed plant geometry for research models
  • C++ framework for plant modelling

Helios Horizon

Helios
Products & platforms
Building a view on a crop market means pulling weather, prices and government reports together before you can write anything. This is a hosted assistant for commodity traders that gathers those sources, drafts research with references and puts forward forecasts and trade ideas.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
Helios Horizon
trade-finance-move-goods
agricultural-markets-and-farm-finance
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • Build a view on a crop market
  • Pull weather prices and government reports together
  • Draft a commodity research note
  • Forecast a crop market
  • Find a trade idea in grains

Heritable Predict

Heritable Agriculture (Alphabet/Google X spin-out)
Models, data & tools
Deciding which variety to plant where usually waits on more seasons of field trials. This is a hosted service that trains models on your own genetic and field data and forecasts variety performance across locations at fine spatial detail.
Free
Cloud-hosted
Simulation, digital twins & world models
View listing
Heritable Predict
research-develop
seed-genetics-and-breeding
buildable-or-downloadable-component
simulation-digital-twins-and-world-models
Free
Cloud-hosted
2026-08-23
  • Which variety should I plant where
  • Forecast variety performance by location
  • Decide without waiting for more trial seasons
  • Train models on my own field data
  • Fine detail variety predictions across sites

Hugging Face API

Hugging Face
Models, data & tools
Adding text or voice features to an app means calling models you do not host yourself. This is a third party API, used with an added key, that provided the text and voice interactions in a farming chatbot, with model downloads also listed as a surface.
Free · Open source
Cloud-hosted · Downloadable
Data & APIs
View listing
Hugging Face API
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
data-and-apis
Free · Open source
Cloud-hosted · Downloadable
2026-08-17
  • Add text and voice to my farming app
  • Call a model without hosting it myself
  • How do i give my chatbot a voice
  • Third party api for chat features
  • Download model weights for a farm chatbot
  • Text features for a farm assistant

Hugging Face Inference API

Hugging Face
Models, data & tools
Running a language model on your own hardware is more work than many small projects want. This is a hosted programming interface for calling models, used here to generate plant health suggestions from context you supply.
Free
Cloud-hosted · Downloadable
Models & fine-tunes
View listing
Hugging Face Inference API
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
models-and-fine-tunes
Free
Cloud-hosted · Downloadable
2026-08-17
  • Call a language model without your own servers
  • Get plant health suggestions from an interface
  • Run a model for a small project
  • Generate crop health advice from context you supply
  • Avoid buying hardware for a model
  • Add model calls to an app

Hydroponics & Soilless Farming Consultant

Individual publisher
Products & platforms
Growing without soil means decisions about layout, nutrients and equipment before you plant anything. This is a preconfigured chat assistant, shared by link and offered with support, focused on designing and running soilless growing systems.
Free
Cloud-hosted
Prompts, skills & templates
View listing
Hydroponics & Soilless Farming Consultant
plan-manage-production
farm-operations-and-automation
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • Design a hydroponic system
  • Nutrients for soilless growing
  • Equipment for growing without soil
  • Plan a hydroponic layout
  • Run a soilless growing setup

IAgro

IAgro
Products & platforms
Field decisions come up faster than an adviser can visit, and English only tools do not help Spanish speakers. This is a web chat assistant in Spanish that answers crop questions and offers suggestions for what to do in the field.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
IAgro
plan-manage-production
agronomy-soil-and-crop-management
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • Crop advice in Spanish
  • What should I do in the field
  • Ask a crop question without waiting for an adviser
  • Spanish farming chat online
  • Field suggestions for growers

iAgro Smart, Copiloto Agrônomo

iAgro Smart
Products & platforms
Field visits produce photos and questions that later have to turn into a written report. This is a paid hosted assistant that answers technical questions, looks at crop pictures and produces structured agronomy reports, with access for other software on higher plans.
Free
Cloud-hosted
Applications & assistants
View listing
iAgro Smart, Copiloto Agrônomo
plan-manage-production
agronomy-soil-and-crop-management
usable-product-or-platform
applications-and-assistants
Free
Cloud-hosted
2026-08-17
  • Turn field visit photos into a report
  • Write up an agronomy report faster
  • Ask technical crop questions and get answers
  • Look at a crop picture and get advice
  • Connect an agronomy assistant to my software

ibm-nasa-geospatial/multi-temporal-crop-classification

ibm-nasa-geospatial
Models, data & tools
Working out which crop grew in a field usually needs images from several dates, not one. This is a downloadable satellite image dataset labelled by crop type across multiple times in the season.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
ibm-nasa-geospatial/multi-temporal-crop-classification
monitor-land-climate-sustainability
geospatial-imagery-and-remote-sensing
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-23
  • Which crop grew in this field
  • Map crop types from satellite images
  • Labelled satellite images by crop type
  • Train a crop classification model
  • Satellite images across a growing season
  • Test crop mapping from space
  • Training tiles for crop type mapping

ibm-nasa-geospatial/Prithvi-100M-multi-temporal-crop-classification-demo

ibm-nasa-geospatial
Products & platforms
Working out which crop is growing in each field from satellite pictures normally needs a custom pipeline. This is a hosted demonstration of a satellite image model that labels crop types from a sequence of images across a season, with weights published.
Free · Open source
Self-hosted / on-premise · Downloadable
Applications & assistants
View listing
ibm-nasa-geospatial/Prithvi-100M-multi-temporal-crop-classification-demo
monitor-land-climate-sustainability
geospatial-imagery-and-remote-sensing
usable-product-or-platform
applications-and-assistants
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Which crop is growing in each field
  • Label crop types from satellite pictures
  • Map crop cover across a season
  • Try a satellite crop model
  • Satellite crop model weights to download

ibm-nasa-geospatial/Prithvi-EO-1.0-100M-multi-temporal-crop-classification

ibm-nasa-geospatial
Models, data & tools
Mapping which crop grows in each part of a satellite scene by hand is slow work. These are downloadable model weights and code that label satellite imagery by crop type using pictures taken at several dates.
Free · Open source
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
ibm-nasa-geospatial/Prithvi-EO-1.0-100M-multi-temporal-crop-classification
monitor-land-climate-sustainability
geospatial-imagery-and-remote-sensing
buildable-or-downloadable-component
models-and-fine-tunes
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • What crop is growing in this satellite image
  • Map crop types across a region
  • Build a crop map without hand labelling
  • Classify fields by crop from satellite pictures
  • Track crop types over a growing season
  • Pretrained weights for crop mapping work

ICAR Agriculture Text

countmein
Models, data & tools
Indian farming guidance is scattered across research and extension publications, which is awkward to work with. This is a body of agricultural text gathered from Indian public research sources, prepared for language work and model training.
Free
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
ICAR Agriculture Text
research-develop
research-and-scientific-knowledge
buildable-or-downloadable-component
datasets-and-corpora
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Indian farming guidance in one text collection
  • Train a model on indian agricultural writing
  • Extension and research text from india
  • Ground a farm assistant in indian sources
  • Find indian crop guidance for advisors
  • Agriculture text for language work in india

ICAR Animal Data Exchange

ICAR / Animal Data Exchange Working Group
Models, data & tools
Herd records move between milk recording, breeding and farm software, and every handover needs its own format. This is a set of open data schemas and sample code for passing livestock and dairy records between systems.
Free · Open source
Self-hosted / on-premise · Downloadable
Data & APIs
View listing
ICAR Animal Data Exchange
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
data-and-apis
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Move milk recording data between systems
  • Share herd records with breeding software
  • Standard format for dairy records
  • Sample code for livestock data exchange
  • Stop building a format for every handover

ICAR validation of sensor systems

ICAR, International Committee for Animal Recording
Services & solution providers
Before trusting an AI system on a farming or food task you need a way to check it. Tests whether data from a livestock sensor system meet the purpose declared by the applicant, using ICAR approved test plans.
Paid or approval
Cloud-hosted
Benchmarks & evaluations
View listing
ICAR validation of sensor systems
research-develop
research-and-scientific-knowledge
obtainable-service-or-consultancy
benchmarks-and-evals
Paid or approval
Cloud-hosted
2026-08-17
  • Get a livestock sensor tested
  • Does my dairy sensor do what it claims
  • Independent testing for animal sensors
  • Validate sensor data against its stated purpose
  • Approved test plans for livestock sensors

IFS Compliance Audit Specialist

Individual publisher
Products & platforms
An upcoming food audit means checking documents and practice against a standard you rarely read cover to cover. This is a preconfigured chat assistant, opened by link, that answers questions about achieving and maintaining IFS Food Standard certification.
Free
Cloud-hosted
Prompts, skills & templates
View listing
IFS Compliance Audit Specialist
comply-govern
regulatory-and-compliance
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • Prepare for an IFS Food audit
  • What documents an IFS auditor wants
  • Get IFS Food certification
  • Keep IFS certification current
  • Questions about the IFS Food Standard

Il Tuo Agronomo AI

Individual publisher
Products & platforms
Mediterranean growers face crop questions tangled up with Italian farming rules. This is a hosted chat service for agronomic advice that searches relevant material before replying, aimed at those crops and that rulebook.
Free
Cloud-hosted
Applications & assistants
View listing
Il Tuo Agronomo AI
plan-manage-production
agronomy-soil-and-crop-management
usable-product-or-platform
applications-and-assistants
Free
Cloud-hosted
2026-08-17
  • Agronomy advice for mediterranean crops
  • Italian farming rules and crop advice
  • Ask a crop question and see sources
  • What am i allowed to do in italy
  • Chat agronomist for southern crops

IMERO Compliance Co-Pilot

IMERO
Products & platforms
Selling food or cosmetics into several countries means checking each label against a different rulebook. This is a hosted tool that reviews label text against national and international labelling duties, translates it with sources, and answers questions by chat.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
IMERO Compliance Co-Pilot
comply-govern
regulatory-and-compliance
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • Check a food label against the rules
  • Sell food into another country legally
  • Translate label text with sources
  • Cosmetics labelling requirements by country
  • Review packaging wording for compliance

iNatAg-mini

Project AgML
Models, data & tools
Working with a huge species image archive is impractical when you are still testing an idea. This is a smaller farming focused slice of a nature observation photo collection, covering crop and weed species recognition.
Free · Open source
Cloud-hosted · Downloadable
Datasets & corpora
View listing
iNatAg-mini
diagnose-protect-assure
crop-protection-and-plant-health
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Cloud-hosted · Downloadable
2026-08-17
  • Small plant species image set for testing
  • Identify a crop or weed from a photo
  • Crop and weed species photos to download
  • Try species recognition without a huge archive
  • Train a plant identification model quickly
  • Manageable slice of a species photo collection

IndustryCorpus Agriculture

BAAI
Models, data & tools
Pretraining a language model on farming language needs a large pile of relevant text. This is a downloadable agriculture section of a wider industry text collection, shared with code for working with it.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
IndustryCorpus Agriculture
research-develop
research-and-scientific-knowledge
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Large pile of farming text for training
  • Pretrain a language model on agriculture
  • Agricultural text collection to download
  • Teach a model farming vocabulary
  • Code for working with an agriculture corpus
  • Reading material for a farm assistant

INFoBOT.es AgriTech & Rural Extension Assistant

INFoBOT.es
Products & platforms
Extension workers and growers working in Spanish want help covering both new technology and soil practice. These are hosted chat assistants for farm innovation and advisory work, with companion versions focused on soil regeneration and rural extension.
Free
Cloud-hosted
Applications & assistants
View listing
INFoBOT.es AgriTech & Rural Extension Assistant
advise-educate
extension-advisory-and-education
usable-product-or-platform
applications-and-assistants
Free
Cloud-hosted
2026-08-17
  • Spanish help with farm technology
  • Soil regeneration advice by chat
  • Support for rural extension work
  • New farming technology explained in spanish
  • Assistant for extension advisers

Insect Pest Visual Question Answering (IP-VQA) dataset

Publisher not stated
Models, data & tools
Before trusting software to answer questions about pest photos, you need a fair way to test it. This is a dataset of insect pest images paired with questions and answers, meant for checking how models behave.
Free · Open source
Self-hosted / on-premise · Downloadable
Benchmarks & evaluations
View listing
Insect Pest Visual Question Answering (IP-VQA) dataset
diagnose-protect-assure
crop-protection-and-plant-health
buildable-or-downloadable-component
benchmarks-and-evals
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-23
  • Test if a pest model answers photos correctly
  • Compare models on insect pest pictures
  • What insect is on my plant
  • Questions and answers about pest photos
  • Check how a vision model behaves on pests
  • Test set for pest photo question answering

InstaDrop AI (Agentes IA)

Instacrops
Products & platforms
Deciding how much to irrigate means comparing sensor readings, forecasts and satellite pictures yourself. This is a WhatsApp assistant that pulls those together and talks through watering suggestions in ordinary conversation.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
InstaDrop AI (Agentes IA)
plan-manage-production
irrigation-and-water-management
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • When should i irrigate
  • How much water does my crop need
  • Combine sensors and forecast for watering
  • Irrigation advice on whatsapp
  • Talk through a watering decision

Inteligencia artificial generativa: adopción estratégica en entornos públicos

INTA (Instituto Nacional de Tecnología Agropecuaria)
AI readiness & adoption resources
A public research or extension body wants to adopt generative AI without stumbling into obvious problems. This is a freely published guide from a national agricultural research organisation on taking up these tools in public sector work.
Free
Cloud-hosted
Readiness assessments, calculators & adoption tools
View listing
Inteligencia artificial generativa: adopción estratégica en entornos públicos
adopt-operate-ai
ai-strategy-readiness-and-adoption
adoption-or-readiness-resource
readiness-assessments-calculators-and-adoption-tools
Free
Cloud-hosted
2026-08-17
  • How should a public agency adopt ai
  • Guidance for extension services using ai
  • Avoid obvious problems with ai adoption
  • Ai guidance for a research organisation
  • Getting started with ai in the public sector

Interbull validation of national genetic and genomic evaluations

Interbull Centre
Services & solution providers
Before trusting an AI system on a farming or food task you need a way to check it. Runs genetic trend and Mendelian sampling variance tests on national evaluation models; data must pass before inclusion in international evaluations.
Paid or approval
Cloud-hosted
Benchmarks & evaluations
View listing
Interbull validation of national genetic and genomic evaluations
research-develop
research-and-scientific-knowledge
obtainable-service-or-consultancy
benchmarks-and-evals
Paid or approval
Cloud-hosted
2026-08-17
  • Get a national genetic evaluation validated
  • Tests a genetic evaluation model must pass
  • Check genetic trend in an evaluation model
  • Join international genetic evaluations
  • Validation of genomic evaluation models

IONI HACCP Plan Builder

IONI
Products & platforms
Writing up a food safety plan means turning process notes into hazard tables, flowcharts and procedures an auditor will accept. This is a hosted workflow that drafts those documents from the process descriptions you give it.
Paid or approval
Cloud-hosted
Agents & workflow automation
View listing
IONI HACCP Plan Builder
diagnose-protect-assure
food-safety-quality-and-nutrition
usable-product-or-platform
agents-and-workflow-automation
Paid or approval
Cloud-hosted
2026-08-17
  • Write a food safety plan
  • Draft a hazard analysis for my process
  • Make a process flow chart for an auditor
  • Turn process notes into written procedures
  • Get food safety paperwork ready for audit

iPheno

AI4Bread / Xi’an Jiaotong University collaborators
Products & platforms
A vision-language crop-phenotyping system with a public web server, mobile route and PC client for fine-scale image analysis.
Free
Cloud-hosted
Applications & assistants
View listing
iPheno
research-develop
seed-genetics-and-breeding
usable-product-or-platform
applications-and-assistants
Free
Cloud-hosted
2026-09-30
  • Analyze crop phenotypes from images
  • Assess fine-scale crop traits
  • Support image-based breeding and phenotyping workflows

irrigation-desicion-engine-microservice (dataset)

ozgezelal (individual)
Models, data & tools
Growers usually want a reason alongside a watering recommendation, not just a number. This is a downloadable set of records pairing the output of a rule based irrigation engine with a written explanation generated for each decision.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
irrigation-desicion-engine-microservice (dataset)
plan-manage-production
irrigation-and-water-management
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-23
  • Why does the system say to irrigate
  • Watering recommendation with a written reason
  • Explain an irrigation decision to a grower
  • Records pairing watering rules with explanations
  • Training data for irrigation explanations

ISO 18497-4:2024 Verification methods and validation principles

International Organization for Standardization
Models, data & tools
Before trusting an AI system on a farming or food task you need a way to check it. Specifies verification methods and validation principles for safety of partially automated, semi-autonomous and autonomous agricultural machinery and tractors.
Free · Open source
Self-hosted / on-premise · Downloadable
Benchmarks & evaluations
View listing
ISO 18497-4:2024 Verification methods and validation principles
research-develop
research-and-scientific-knowledge
buildable-or-downloadable-component
benchmarks-and-evals
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • How to verify safety of an autonomous tractor
  • Validation principles for farm machinery safety
  • Standard for testing self driving farm equipment
  • What checks a semi autonomous machine needs
  • Safety verification methods for tractors

ISO 22000:2018 Food Safety Audit Expert

Individual publisher
Products & platforms
Audit preparation involves risk write-ups and corrective action plans that have to line up with the standard. This is a preconfigured chat assistant, shared as a link, focused on an international food safety management standard and audit readiness.
Free
Cloud-hosted
Prompts, skills & templates
View listing
ISO 22000:2018 Food Safety Audit Expert
comply-govern
regulatory-and-compliance
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • Get ready for an ISO 22000 audit
  • Write corrective action plans
  • Risk write ups for food safety
  • Match records to the ISO 22000 standard
  • Food safety management audit preparation

ISO 22002-1 Compliance Master

Individual publisher
Products & platforms
Food processing sites have to show that basic hygiene and site conditions meet a specific written standard. This is a preconfigured chat assistant, opened through a shared link, guiding processors through meeting and keeping that standard.
Free
Cloud-hosted
Prompts, skills & templates
View listing
ISO 22002-1 Compliance Master
comply-govern
regulatory-and-compliance
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • Meet hygiene requirements at a food plant
  • Show site conditions meet the standard
  • Basic hygiene programmes for food processing
  • Keep a processing site compliant
  • Questions about ISO 22002-1

IUMENTA

Wageningen University & Research / ETH Zurich collaborators
Models, data & tools
Trying feed or housing changes on real animals is slow, and you cannot easily rewind. This is an open framework for building software copies of individual animals on a shared virtual copy platform, then running them forward.
Free · Open source
Self-hosted / on-premise · Downloadable
Simulation, digital twins & world models
View listing
IUMENTA
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
simulation-digital-twins-and-world-models
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-23
  • Will a feed change help my animals
  • Test housing changes without using real animals
  • Build a virtual copy of an individual animal
  • How would this ration play out over time
  • Run animal scenarios forward and rewind them
  • Open framework for livestock digital copies

jangbogo-mcp (장보기 비서 MCP)

Sedong-Choi (independent)
Models, data & tools
Working out where groceries are cheapest today means comparing wholesale and retail price feeds by hand. This is an open server that hands Korean farm and fishery price data, plus map lookups, to AI assistants as callable tools.
Free
Cloud-hosted · Downloadable
MCP servers & integration layers
View listing
jangbogo-mcp (장보기 비서 MCP)
trade-finance-move-goods
agricultural-markets-and-farm-finance
buildable-or-downloadable-component
mcp-servers-and-integration-layers
Free
Cloud-hosted · Downloadable
2026-08-17
  • Where are groceries cheapest today
  • Compare korean wholesale and retail prices
  • Look up farm and fishery prices
  • Add price lookups to an assistant
  • Find nearby markets by price

John Deere Operations Center Precision Tech APIs

John Deere
Models, data & tools
Your app needs the field, machine and job data a grower already has in their equipment account. This is a set of developer interfaces for connecting outside software to that farm operations platform with the grower’s permission.
Paid or approval
Cloud-hosted
Data & APIs
View listing
John Deere Operations Center Precision Tech APIs
plan-manage-production
farm-operations-and-automation
buildable-or-downloadable-component
data-and-apis
Paid or approval
Cloud-hosted
2026-08-17
  • Get field and machine data from John Deere
  • Connect software to a grower's equipment account
  • Read job records with the grower's permission
  • Pull machine data into my app
  • Farm operations data for outside software

jonathanjordan21/donut_fine_tuning_food_composition_id

Individual publisher
Models, data & tools
Nutrition panels on packaging have to be retyped before anyone can use the numbers. These are downloadable model weights, with code, that read food composition details straight from document images and answer questions about them.
Free · Open source
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
jonathanjordan21/donut_fine_tuning_food_composition_id
diagnose-protect-assure
food-safety-quality-and-nutrition
buildable-or-downloadable-component
models-and-fine-tunes
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Read a nutrition panel from a photo
  • Stop retyping numbers off food packaging
  • Pull food composition data from label images
  • Ask questions about a scanned nutrition table
  • Digitise nutrition panels in bulk
  • Build a label reading tool

jonathanjordan21/food-nutritional-facts-detection-donut

Individual publisher
Products & platforms
Typing nutrition panels off packaging into a spreadsheet is slow and easy to get wrong. This is a hosted demonstration of a model that reads a photo of a nutrition facts panel and returns the values as structured text.
Free · Open source
Self-hosted / on-premise · Downloadable
Applications & assistants
View listing
jonathanjordan21/food-nutritional-facts-detection-donut
diagnose-protect-assure
food-safety-quality-and-nutrition
usable-product-or-platform
applications-and-assistants
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Read a nutrition panel from a photo
  • Stop typing nutrition labels by hand
  • Turn a nutrition facts picture into data
  • Extract values from packaging photos
  • Nutrition panel reading demo

KaraAgroAI/Drone-based-Agricultural-Dataset-for-Crop-Yield-Estimation

KaraAgroAI
Models, data & tools
Estimating how much a field will yield from the air needs example imagery with outcomes attached. This is a downloadable set of drone images of farm fields collected for yield estimation work.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
KaraAgroAI/Drone-based-Agricultural-Dataset-for-Crop-Yield-Estimation
monitor-land-climate-sustainability
geospatial-imagery-and-remote-sensing
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Estimate field yield from drone photos
  • How much will this field yield
  • Drone images of farm fields to download
  • Train a yield model on aerial images
  • Aerial imagery for crop yield work
  • Test yield prediction from the air

Kimi K2 Thinking

Moonshot AI
Models, data & tools
Working through a layered farm problem takes more than a one line answer. This is a general purpose language model built for step by step reasoning, available through a programming interface, that has been tested on agricultural advice questions.
Free
Cloud-hosted · Downloadable
Models & fine-tunes
View listing
Kimi K2 Thinking
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Free
Cloud-hosted · Downloadable
2026-08-23
  • Work through a layered farm problem
  • Get more than a one line farm answer
  • Step by step reasoning on crop questions
  • Reasoning model tested on farm advice
  • Explain a farm decision in stages
  • Compare reasoning models on agricultural questions

KisaanBot

Individual publisher
Products & platforms
A farmer’s question about soil, weather or fertiliser timing rarely arrives when an adviser is available. This is a chat assistant trained on farming material, meant to answer those everyday crop and soil questions.
Free · Open source
Self-hosted / on-premise · Downloadable
Applications & assistants
View listing
KisaanBot
plan-manage-production
agronomy-soil-and-crop-management
usable-product-or-platform
applications-and-assistants
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • When should i apply fertiliser
  • Soil questions answered without an adviser
  • Ask about weather and crop timing
  • Everyday crop and soil questions
  • Farming chat assistant for growers
  • No adviser free when i have a question

Kisan e-Mitra

Government of India / Wadhwani AI
Products & platforms
Farmers applying to government support schemes get stuck on eligibility and payment questions and often cannot read the forms. This is a web assistant they can speak or type to in their own language about farmer scheme rules and applications.
Free
Cloud-hosted
Applications & assistants
View listing
Kisan e-Mitra
advise-educate
extension-advisory-and-education
usable-product-or-platform
applications-and-assistants
Free
Cloud-hosted
2026-08-17
  • Am I eligible for a farmer scheme
  • Help filling a government farm form
  • When will my scheme payment arrive
  • Ask about farm support by voice
  • Farmer scheme rules in my language

KissanAI Agent

KissanAI
Products & platforms
Farmers and advisers who do not work in English still need somewhere to put a farming question. This is a public agent you can use in a browser or call from your own code, and it handles several languages.
Free
Cloud-hosted
Applications & assistants
View listing
KissanAI Agent
advise-educate
extension-advisory-and-education
usable-product-or-platform
applications-and-assistants
Free
Cloud-hosted
2026-08-17
  • Ask a farming question in my language
  • Farm questions for non English speakers
  • Call a farm assistant from my code
  • Crop question answering in several languages
  • Free farm chat in a browser

KissanAI/Dhenu2-In-Llama3.1-8B-Instruct

KissanAI
Models, data & tools
Writing farm facing notes and summaries takes time you would rather spend in the field. This is a downloadable text generating model tuned for agriculture, at a mid size that suits a server with a graphics card.
Free
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
KissanAI/Dhenu2-In-Llama3.1-8B-Instruct
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Draft farm facing notes and summaries
  • Write grower updates without the desk time
  • Mid sized farm model for one graphics card
  • Generate agricultural text on our own server
  • Tuned model for farm writing
  • Produce field notes from rough input

KissanAI/Dhenu2-In-Llama3.2-1B-Instruct

KissanAI
Models, data & tools
You want farm wording drafted on a small machine rather than a big server. This is a compact text generating model tuned on agricultural material, published as weights with code for local use.
Free
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
KissanAI/Dhenu2-In-Llama3.2-1B-Instruct
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Draft farm wording on a small machine
  • Tiny agriculture model to run locally
  • Generate farm text without a big server
  • Compact model tuned on farm material
  • Write grower notes on a laptop
  • Local farm writing model to download

KissanAI/Dhenu2-In-Llama3.2-3B-Instruct

KissanAI
Models, data & tools
Drafting agricultural updates, answers and summaries by hand eats into the working day. This is a small text generating model shaped around farming language, downloadable as weights together with example code.
Free
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
KissanAI/Dhenu2-In-Llama3.2-3B-Instruct
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Draft agricultural updates and summaries
  • Save time writing farm answers by hand
  • Small farm language model to run
  • Generate farm summaries from notes
  • Example code for a farm text model
  • Write grower updates faster

KissanAI/india-climate-qa-kb-v1

KissanAI
Models, data & tools
Advisors fielding questions about weather and climate in India need material tied to local conditions. This is a question and answer knowledge collection on Indian climate topics, shared for training or testing farm assistants.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
KissanAI/india-climate-qa-kb-v1
monitor-land-climate-sustainability
weather-and-climate-intelligence
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Answer climate questions for indian farmers
  • Climate question and answer material for india
  • Train a farm assistant on indian climate topics
  • Local weather guidance for indian advisors
  • Test a climate advice bot for india
  • Knowledge base for indian climate advice

KissanAI/india-climate-qa-synth-v1

KissanAI
Models, data & tools
There is rarely enough question and answer material about Indian climate to train a farm assistant properly. This is a machine-generated set of climate questions with answers for India, published for model training and evaluation.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
KissanAI/india-climate-qa-synth-v1
monitor-land-climate-sustainability
weather-and-climate-intelligence
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Extra climate question material for india
  • Train a farm assistant on indian climate questions
  • Generated climate questions for model training
  • Evaluate a climate advice bot for india
  • Fill gaps in indian climate advice data
  • Question and answer pairs about india weather

KissanAI/Thinking-climate-100k

KissanAI
Models, data & tools
Getting a model to explain its reasoning on climate questions takes examples that show the working, not just answers. This is a large collection of climate question items with step by step responses, shared for training and testing.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
KissanAI/Thinking-climate-100k
monitor-land-climate-sustainability
weather-and-climate-intelligence
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Get a model to show its climate reasoning
  • Step by step climate answers for training
  • Large set of climate question items
  • Train a model to explain weather advice
  • Test reasoning on climate questions
  • Worked examples of climate answers

KissanAI/ThinkingDhenu1-Extension-USA-research-preview

KissanAI
Models, data & tools
Advisers in the United States field more grower questions than they can answer in a day. This is an early research release of a text generating model tuned on farm advisory material, available as downloadable weights.
Free
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
KissanAI/ThinkingDhenu1-Extension-USA-research-preview
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Help United States advisers answer grower questions
  • Draft answers to extension questions
  • Keep up with daily grower questions
  • Early model tuned on farm advisory material
  • Generate extension replies for growers
  • Try a farm advisory model preview

Kiwi Edge AI Stack (incl. Byte Size Kai agritech portal)

Coastal Alpine Tech Limited, New Plymouth, Taranaki, NZ
Models, data & tools
Rural operations with patchy internet still want assistants that keep working offline. This is a public code portfolio of edge systems running a local language model and agent layer, including a crop monitoring project for small-scale growers.
Free
Self-hosted / on-premise · Downloadable
Agents & workflow automation
View listing
Kiwi Edge AI Stack (incl. Byte Size Kai agritech portal)
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
agents-and-workflow-automation
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Run an assistant without internet
  • Ai that works with patchy rural connection
  • Monitor a small crop with local hardware
  • Example code for offline farm assistants
  • Local language model on a farm device

Kki2Eve/Agri-LLaVA

Kki2Eve
Models, data & tools
Answering a farmer’s question sometimes means looking at a photo as well as reading the text. This is an open code repository for a farm focused assistant that handles text and images together, with a programming interface.
Free · Open source
Cloud-hosted · Downloadable
Models & fine-tunes
View listing
Kki2Eve/Agri-LLaVA
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
models-and-fine-tunes
Free · Open source
Cloud-hosted · Downloadable
2026-08-17
  • Answer a farmer question that comes with a photo
  • Build a farm assistant that reads pictures
  • Ask about a crop image and text together
  • Code for a farm image and text assistant
  • Handle photo questions in a farm chatbot
  • Call a farm assistant that sees images

KoltiTrace MIS producer app AI chatbot

Koltiva
Products & platforms
Shrimp farm records on water, feed and stock health are collected but rarely turned into a decision. This is a chat feature inside an aquaculture management system that reads your farm data and gives guidance in several languages.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
KoltiTrace MIS producer app AI chatbot
plan-manage-production
livestock-and-aquaculture
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-23
  • What should I do about my shrimp pond
  • Make sense of my aquaculture water records
  • Feed guidance from farm data
  • Shrimp stock health questions
  • Aquaculture advice in several languages

Korean Agriculture Market MCP Server

SongT-50
Models, data & tools
Following Korean produce prices and market conditions is awkward if you are working from outside those systems. This is a plug-in interface that passes Korean agricultural market information to AI assistants.
Free
Cloud-hosted
MCP servers & integration layers
View listing
Korean Agriculture Market MCP Server
trade-finance-move-goods
agricultural-markets-and-farm-finance
buildable-or-downloadable-component
mcp-servers-and-integration-layers
Free
Cloud-hosted
2026-08-17
  • Korean produce prices today
  • Check Korean farm market conditions
  • Look up Korean agricultural market data
  • Connect Korean market prices to an assistant
  • Track produce price changes in Korea
  • Get Korean market data into a chatbot

KSAS AIチャット

Kubota (株式会社クボタ)
Products & platforms
New entrants to farming get stuck both on how to use their record keeping software and on basic practice. This is a chat feature added to a Japanese farm management system that answers those questions inside the tool.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
KSAS AIチャット
plan-manage-production
farm-operations-and-automation
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • How do i use my farm record software
  • Basic growing questions for a new farmer
  • Get help inside my farm management system
  • Japanese farm software support by chat
  • Answers for people new to farming

Label Score AI

GoVisually
Products & platforms
Before artwork goes to print, someone has to check the ingredient list, nutrition panel and claims against United States labelling rules. This is a free web checker where you upload the label file and it reads the text and flags problems.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
Label Score AI
comply-govern
regulatory-and-compliance
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • Check my food label before printing
  • Does my ingredient list meet United States rules
  • Review a nutrition panel for problems
  • Upload a label file for checking
  • Flag risky claims on packaging

LangChainandLLMs agriculture recommendation template

Derngineer
Models, data & tools
Soil reports and farmer records sit in documents nobody has time to read before giving advice. This is a code template that loads those files and returns farm recommendations as structured data your own software can pick up.
Free · Open source
Self-hosted / on-premise · Downloadable
Prompts, skills & templates
View listing
LangChainandLLMs agriculture recommendation template
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
prompts-skills-and-templates
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Turn soil reports into farm advice
  • Read farmer records nobody has time for
  • Get recommendations as structured data
  • Build advice from soil test documents
  • Template for a farm recommendation service

Launching a Food or Beverage Product with GPT Prompt Guide

Agilery
Models, data & tools
Taking a food or drink idea from concept to shelf involves research, testing and launch planning. This is a public collection of prompts covering product research, design, checking whether people want it, and going to market.
Free
Cloud-hosted
Prompts, skills & templates
View listing
Launching a Food or Beverage Product with GPT Prompt Guide
develop-food-products
food-products-and-foodservice
buildable-or-downloadable-component
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • Take a food idea to shelf
  • Check whether people want a new drink
  • Plan a food product launch
  • Research a new beverage concept
  • Prompts for food product development

Leaf Input Validator API

Leaf Agriculture
Models, data & tools
Field records arrive with product names spelled a dozen different ways, which makes reporting a chore. This is a hosted programming interface that matches messy typed-in crop input names against a tidy reference list.
Paid or approval
Cloud-hosted
Data & APIs
View listing
Leaf Input Validator API
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
data-and-apis
Paid or approval
Cloud-hosted
2026-08-17
  • Clean up messy crop input names
  • Match product names to a standard list
  • Fix spelling variations in field records
  • Tidy input records before reporting
  • Standardise crop product names by interface

Leaf MCP Server

Leaf Agriculture
Models, data & tools
You already use a coding assistant and would rather ask it for farm data than write another integration. This is a plug-in interface that puts a unified farm data service within reach of assistants like Claude Desktop, Cursor and editor tools.
Paid or approval
Cloud-hosted
MCP servers & integration layers
View listing
Leaf MCP Server
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
mcp-servers-and-integration-layers
Paid or approval
Cloud-hosted
2026-08-17
  • Ask a coding assistant for farm data
  • Connect farm data to Claude Desktop
  • Skip writing another farm data integration
  • Get field records inside Cursor
  • Farm data tools for my editor

Leaf open-source AI agronomy chatbot

Leaf Agriculture
Products & platforms
Agronomy guidance sits in documents while field records sit in another system, so answering a field question means checking both. This is an example chatbot that searches your agronomy documents and farm data together before replying about a given field.
Free
Cloud-hosted
Agents & workflow automation
View listing
Leaf open-source AI agronomy chatbot
plan-manage-production
agronomy-soil-and-crop-management
usable-product-or-platform
agents-and-workflow-automation
Free
Cloud-hosted
2026-08-17
  • Answer a question about a specific field
  • Search agronomy documents and field records together
  • Example chatbot for crop advice
  • What does my agronomy guide say here
  • Build a chatbot over farm data

Leaf Prescriptions API

Leaf Agriculture
Models, data & tools
Turning an agronomic plan into files that machinery can actually apply takes fiddly work. This is a documented programming interface, with example code, for creating and managing variable rate application plans for fields.
Paid or approval
Cloud-hosted
Data & APIs
View listing
Leaf Prescriptions API
plan-manage-production
farm-operations-and-automation
buildable-or-downloadable-component
data-and-apis
Paid or approval
Cloud-hosted
2026-08-17
  • Turn an agronomy plan into a machine file
  • Create a variable rate application plan
  • Send a prescription file to equipment
  • Manage application plans for many fields
  • Example code for prescription files

Leaf Segmentation Challenge (LSC), Codabench edition

CVPPP 2017 organisers
Models, data & tools
Before trusting an AI system on a farming or food task you need a way to check it. Segments every individual leaf in plant images, scored with BestDice, symmetric best Dice and foreground-background Dice.
Free
Cloud-hosted
Benchmarks & evaluations
View listing
Leaf Segmentation Challenge (LSC), Codabench edition
research-develop
research-and-scientific-knowledge
buildable-or-downloadable-component
benchmarks-and-evals
Free
Cloud-hosted
2026-08-17
  • Count individual leaves in a plant photo
  • Outline every leaf separately
  • Test a leaf segmentation model
  • Compare leaf outlining accuracy
  • Benchmark for individual plant leaf images

Leaf Unified Farm Data API

Leaf Agriculture
Models, data & tools
Every machinery brand and farm app stores field data its own way, so supporting them all is a project in itself. This is one data interface that returns boundaries, field operations, imagery and weather in a common shape for software and AI agents.
Paid or approval
Cloud-hosted
Data & APIs
View listing
Leaf Unified Farm Data API
plan-manage-production
farm-operations-and-automation
buildable-or-downloadable-component
data-and-apis
Paid or approval
Cloud-hosted
2026-08-23
  • Get field data from any machinery brand
  • Read boundaries and field operations in one place
  • Stop supporting every farm app separately
  • Field imagery and weather in one shape
  • Farm data for an AI agent

LeafVision

LABA, Seoul National University
Models, data & tools
Labelled plant disease photographs are scarce, so training a picture classifier from scratch is painful. These are downloadable vision models pretrained on plant images without labels, meant as a starting point you then tune on your own pictures.
Free · Open source
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
LeafVision
diagnose-protect-assure
crop-protection-and-plant-health
buildable-or-downloadable-component
models-and-fine-tunes
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Start a plant disease classifier without much data
  • Pretrained models for plant photos
  • Train a leaf disease model on my own pictures
  • What to use when labelled plant photos are scarce
  • Fine tune a plant image model

Lely 3rd Party Cloud API

Lely
Models, data & tools
Milk, feed and animal records from robotic dairy equipment are stuck in the vendor’s own screens. This is a cloud connection point that lets your software read farm, herd, group, animal, feed and milk records directly.
Paid or approval
Cloud-hosted
Simulation, digital twins & world models
View listing
Lely 3rd Party Cloud API
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
simulation-digital-twins-and-world-models
Paid or approval
Cloud-hosted
2026-08-17
  • Read milk records from robotic milking equipment
  • Get feed and animal data out of dairy robots
  • How do i pull herd records into my software
  • Access group and animal records from code
  • Dairy data outside the vendor screens
  • Connect my app to milking robot records

Lili

BloomNation
Products & platforms
Writing product copy, review replies and card messages for every new flower arrangement takes real time. This is an assistant built into a florist selling platform that drafts those short pieces of text from your product photos.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
Lili
develop-food-products
food-products-and-foodservice
usable-product-or-platform
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • Write product copy for a flower arrangement
  • Reply to customer reviews faster
  • Write card messages for bouquets
  • Turn a product photo into a description
  • Save time writing florist listings

LiteRT-LM

Google
Models, data & tools
Google’s production-oriented orchestration and inference layer for running LLMs and multimodal models with LiteRT across Android, iOS, web, desktop and IoT. It supports acceleration, function calling and models including Gemma, Llama, Phi and Qwen.
Free · Open source
Self-hosted / on-premise · Edge / local · Downloadable
Edge deployment runtimes
View listing
LiteRT-LM
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
edge-deployment-runtimes
Free · Open source
Self-hosted / on-premise · Edge / local · Downloadable
2026-08-26
  • Run an LLM offline on a field phone
  • Deploy a VLM on Raspberry Pi
  • Add local function calling to an agrifood app
  • Use GPU or NPU acceleration at the edge
  • Package one model across Android iOS and desktop
  • Keep farm data on the device

livestock auctions AUS

Individual publisher
Products & platforms
Selling or buying stock at an Australian sale yard is confusing if you have not done it before. This is a preconfigured chat assistant, opened by link, that explains how those livestock auctions are run.
Free
Cloud-hosted
Prompts, skills & templates
View listing
livestock auctions AUS
plan-manage-production
livestock-and-aquaculture
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • How do Australian livestock auctions work
  • Sell cattle at a sale yard
  • What to expect at an Australian stock sale
  • Buying stock at auction for the first time
  • Sale yard terms explained

Livestock Auctions NZ

Individual publisher
Products & platforms
New Zealand stock sales have their own customs, terms and timings to pick up. This is a preconfigured chat assistant, opened through a shared link, explaining those auctions while staying away from financial advice.
Free
Cloud-hosted
Prompts, skills & templates
View listing
Livestock Auctions NZ
plan-manage-production
livestock-and-aquaculture
usable-product-or-platform
prompts-skills-and-templates
Free
Cloud-hosted
2026-08-17
  • How New Zealand stock sales work
  • Terms used at a New Zealand livestock auction
  • When are stock sales held in New Zealand
  • Selling stock at a New Zealand sale
  • Learn sale yard customs

livestock_blip_model_updated

Individual publisher
Models, data & tools
You have piles of barn or pasture photos and no easy way to turn them into written notes. This is a downloadable image captioning model tuned on animal pictures, ready to plug into your own code.
Free
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
livestock_blip_model_updated
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Turn barn photos into written notes
  • Describe what is in a pasture picture
  • Caption livestock images automatically
  • Sort through piles of animal photos
  • Add photo descriptions to a livestock app
  • Image captioning tuned on animal pictures

Livestock Detection Dataset and Model

Roboflow Universe
Models, data & tools
Counting or locating animals in images by hand does not scale across a whole farm. This is an openly listed package of livestock detection data together with a trained model, available to download.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
Livestock Detection Dataset and Model
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-23
  • Count animals in a photo
  • Find livestock in farm images
  • Train a livestock detection model
  • Pretrained animal detection weights to download
  • Labelled livestock detection images
  • Keep track of animals from farm images

Livestock Insurance Data, All Africa

electricsheepafrica
Models, data & tools
Designing livestock cover for African herders is hard when real claim records cannot be shared. This is a downloadable set of made up livestock insurance records for risk and index insurance modelling.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
Livestock Insurance Data, All Africa
trade-finance-move-goods
agricultural-markets-and-farm-finance
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Test livestock insurance without real claim records
  • Example livestock insurance records for africa
  • Design index insurance for herders
  • Practice data for herd risk modelling
  • Made up claim records for livestock cover
  • Price livestock cover in african markets

Livestock Manure Stocks, Africa

electricsheepafrica
Models, data & tools
Nutrient and emissions accounts need manure stock figures rather than rough estimates. This is a downloadable table of livestock manure stock indicators for African countries, prepared for use by models and software agents.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
Livestock Manure Stocks, Africa
monitor-land-climate-sustainability
sustainability-and-environmental-impact
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Manure stock figures for african countries
  • Manure numbers for nutrient accounts
  • Livestock manure data for emissions reporting
  • Load african manure stocks into a model
  • Compare manure stocks across africa
  • Country level manure stock indicators

LivestockModel Llama

Jammies-io
Models, data & tools
Livestock questions about health, feeding and handling often need someone experienced to answer. These are downloadable model weights, with code, for a language model focused on livestock information you can build into a tool.
Free · Open source
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
LivestockModel Llama
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
models-and-fine-tunes
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Livestock health and feeding questions
  • How should I handle this animal
  • Build a livestock advice tool
  • Answer barn questions without an expert
  • Model focused on livestock information
  • Feeding advice for my animals

Livestock Total CH4 Emissions, Africa

electricsheepafrica
Models, data & tools
Adding up methane from animal farming across a region means gathering figures country by country. This is a downloadable table of total livestock methane emissions for Africa, drawn from official statistics.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
Livestock Total CH4 Emissions, Africa
monitor-land-climate-sustainability
sustainability-and-environmental-impact
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Total livestock methane for african countries
  • Add up methane from animal farming regionally
  • Methane figures for a livestock climate report
  • Load african livestock methane into code
  • Compare methane emissions between african countries
  • Official methane statistics for livestock

Livestock Total N2O Emissions, Africa

electricsheepafrica
Models, data & tools
Greenhouse gas reporting for livestock covers more than methane, and the extra numbers are scattered. This is a downloadable table of total nitrous oxide emissions from animal farming across African countries.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
Livestock Total N2O Emissions, Africa
monitor-land-climate-sustainability
sustainability-and-environmental-impact
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Nitrous oxide emissions from livestock in africa
  • Greenhouse gas figures beyond methane for herds
  • Country level nitrous oxide data for livestock
  • Load african livestock emissions into a script
  • Compare nitrous oxide across african countries
  • Numbers for a livestock greenhouse gas report

Livestock Units per Agricultural Land Area, Africa

electricsheepafrica
Models, data & tools
Judging grazing pressure on land needs animals and area measured the same way everywhere. This is a downloadable table of livestock density figures for African countries, packaged so a model can read it.
Free · Open source
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
Livestock Units per Agricultural Land Area, Africa
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
datasets-and-corpora
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • How much grazing pressure is on the land
  • Livestock density by african country
  • Animals per farmland area figures
  • Compare stocking rates across africa
  • Load livestock density data into a model
  • Data for a grazing pressure assessment

Livre blanc “Intelligence artificielle générative en agriculture : enjeux, principes et applications”

Académie d’agriculture de France + Acta - les instituts techniques agricoles + Chaire AgroTIC
AI readiness & adoption resources
Before committing to generative AI, boards want to know what other farm organisations have actually put in place. This is a published white paper mapping deployed French agricultural uses, based on interviews, with notes on the wider effects.
Free
Self-hosted / on-premise
Readiness assessments, calculators & adoption tools
View listing
Livre blanc “Intelligence artificielle générative en agriculture : enjeux, principes et applications”
adopt-operate-ai
ai-strategy-readiness-and-adoption
adoption-or-readiness-resource
readiness-assessments-calculators-and-adoption-tools
Free
Self-hosted / on-premise
2026-08-17
  • What have french farm organisations built with ai
  • Examples of ai already used in agriculture
  • Brief the board on farm ai
  • Wider effects of generative ai in farming
  • Where to start with ai in agriculture

Llama 3.2 1B and 3B

Meta
Models, data & tools
Meta’s small multilingual Llama 3.2 text models in 1B and 3B sizes, including quantized variants developed for on-device use. They support generation, retrieval and summarization workflows and can be adapted for specialized domains. They are not agrifood-tuned.
Free
Self-hosted / on-premise · Edge / local · Downloadable
Models & fine-tunes
View listing
Llama 3.2 1B and 3B
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Edge / local · Downloadable
2026-08-26
  • Run a small farm assistant on Android hardware
  • Summarize field records on device
  • Build local retrieval over agronomy text
  • Fine-tune a compact model for extension questions
  • Generate structured notes without a cloud connection
  • Prototype a low-compute edge agent

Llama 3.3 70B Instruct

Meta
Models, data & tools
Teams building farm advice tools often start with an openly available general model they can host. These are downloadable model weights, also served through programming interfaces, for a general purpose language model tested on agricultural advisory questions.
Free
Cloud-hosted · Downloadable
Models & fine-tunes
View listing
Llama 3.3 70B Instruct
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Free
Cloud-hosted · Downloadable
2026-08-17
  • Open model to host for farm advice
  • Start a farm advice tool on open weights
  • General model tested on agricultural questions
  • Run a farm assistant on our own hardware
  • Call an open general model from an app
  • Compare open models on farm advice

Llama-agrillm-3.3-70B

AI71
Models, data & tools
Smallholder advice questions are specific enough that a general model can miss the mark. These are downloadable model weights, with code, for a large language model adapted to farming and checked against smallholder advisory questions.
Free
Self-hosted / on-premise · Downloadable
Models & fine-tunes
View listing
Llama-agrillm-3.3-70B
advise-educate
extension-advisory-and-education
buildable-or-downloadable-component
models-and-fine-tunes
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Farm advice for smallholder questions
  • Large model adapted to farming
  • General models miss the mark on smallholder farming
  • Build a smallholder advisory assistant
  • Model checked on smallholder advisory questions
  • Specific farming answers instead of general ones

llama.cpp

ggml-org
Models, data & tools
An open C and C++ inference engine for running quantized large language and multimodal models locally across CPUs, GPUs and mobile hardware. It provides a widely supported GGUF model format, command-line tools and local server interfaces.
Free · Open source
Self-hosted / on-premise · Edge / local · Downloadable
Edge deployment runtimes
View listing
llama.cpp
build-integrate-ai
agrifood-data-and-ai-infrastructure
buildable-or-downloadable-component
edge-deployment-runtimes
Free · Open source
Self-hosted / on-premise · Edge / local · Downloadable
2026-08-26
  • Run a quantized model on a farm laptop
  • Serve a local model without an internet connection
  • Deploy an LLM on Android hardware
  • Test how much memory an edge model needs
  • Use GGUF versions of agrifood fine-tunes
  • Connect local inference to a robot or field app

LLM Fine-Tuning for Agriculture & AgTech

ZTABS
AI readiness & adoption resources
General language models often miss the vocabulary and habits of the farming work you care about. This is a service covering data collection, cleaning and model training, either on hosted providers or open models you keep.
Paid or approval
Data-readiness & knowledge-base services
View listing
LLM Fine-Tuning for Agriculture & AgTech
build-integrate-ai
agrifood-data-and-ai-infrastructure
adoption-or-readiness-resource
data-readiness-and-knowledge-base-services
Paid or approval
2026-08-17
  • General models miss our farming vocabulary
  • Train a language model on our farm data
  • Hire help cleaning training data
  • Fine tune a model for agriculture
  • Keep our own model rather than rent one
  • How do we make a model speak our terms

LM_AG

Jing Wu and collaborators
Models, data & tools
Open research code for a crop-management decision agent that combines a language model, reinforcement learning and DSSAT crop simulations to choose irrigation and nitrogen-management actions in simulated US crop settings.
Free
Self-hosted / on-premise
Agents & workflow automation
View listing
LM_AG
research-develop
agronomy-soil-and-crop-management
buildable-or-downloadable-component
agents-and-workflow-automation
Free
Self-hosted / on-premise
2026-10-06
  • Prototype crop-management agents
  • Compare simulated nitrogen and irrigation strategies
  • Research language-model crop decision systems

lm-evaluation-harness task cmmlu_agronomy

EleutherAI
Models, data & tools
Before trusting an AI system on a farming or food task you need a way to check it. Chinese single-choice agronomy questions defined as a runnable task inside the lm-evaluation-harness.
Free
Self-hosted / on-premise · Downloadable
Benchmarks & evaluations
View listing
lm-evaluation-harness task cmmlu_agronomy
research-develop
research-and-scientific-knowledge
buildable-or-downloadable-component
benchmarks-and-evals
Free
Self-hosted / on-premise · Downloadable
2026-08-23
  • Test a model on Chinese agronomy questions
  • How well does a model know agronomy in Chinese
  • Run a standard agronomy test on a model
  • Compare models on Chinese farm knowledge
  • Single choice agronomy question set

lm-evaluation-harness task kmmlu_direct_agricultural_sciences

EleutherAI
Models, data & tools
Before trusting an AI system on a farming or food task you need a way to check it. Korean Agricultural-Sciences multiple-choice subject defined as a direct-answer task in the lm-evaluation-harness.
Free
Self-hosted / on-premise · Downloadable
Benchmarks & evaluations
View listing
lm-evaluation-harness task kmmlu_direct_agricultural_sciences
research-develop
research-and-scientific-knowledge
buildable-or-downloadable-component
benchmarks-and-evals
Free
Self-hosted / on-premise · Downloadable
2026-08-17
  • Test a model on Korean agriculture questions
  • How well does a model know agriculture in Korean
  • Run a Korean farm knowledge test
  • Compare models on Korean agricultural sciences
  • Direct answer agriculture question set

LogMeal API

LogMeal
Models, data & tools
Asking people to type every meal into a food diary means most entries never get made. This is a service your app can send a photo to, and it returns guesses at the dish, ingredients, portions and nutrients.
Free
Cloud-hosted
Agents & workflow automation
View listing
LogMeal API
diagnose-protect-assure
food-safety-quality-and-nutrition
buildable-or-downloadable-component
agents-and-workflow-automation
Free
Cloud-hosted
2026-08-23
  • How many calories are in this dish
  • What is in this meal from a photo
  • Add food photo logging to my app
  • Estimate portion size from a picture
  • Identify a dish from a photo
  • Guess ingredients in a plate of food

LogMeal Image API

LogMeal
Models, data & tools
You are building an app that needs to work out what food is in a photo and roughly what is in it nutritionally. This is a paid programming interface you call from your own code to get dish names, ingredients and nutrition figures.
Paid or approval
Cloud-hosted
Applications & assistants
View listing
LogMeal Image API
diagnose-protect-assure
food-safety-quality-and-nutrition
buildable-or-downloadable-component
applications-and-assistants
Paid or approval
Cloud-hosted
2026-08-17
  • What food is in this photo
  • How many calories are in this dish
  • Get dish names from a food picture
  • List ingredients from a meal photo
  • Add food recognition to my app
  • Nutrition figures from a photo

L-Py

OpenAlea
Models, data & tools
You want to grow virtual plants on a computer and see how branching and structure change over time. This is a Python code library for building rule-based plant growth models, so you can script the shapes yourself.
Free · Open source
Self-hosted / on-premise · Downloadable
Simulation, digital twins & world models
View listing
L-Py
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
simulation-digital-twins-and-world-models
Free · Open source
Self-hosted / on-premise · Downloadable
2026-08-17
  • Grow a virtual plant on my computer
  • How does branching change as a plant grows
  • Write rules for plant growth in python
  • Script plant shapes and watch them develop
  • Model plant structure over time
  • Python library for plant growth models

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AI Field Guide is a directory of publicly available AI tools for agriculture and food.
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