16 KiB
16 KiB
Awesome Agriculture !Awesome (https://awesome.re/badge.svg) (https://awesome.re)
▐ A curated list of awesome open source technology for agriculture, farming, and gardening.
Agriculture (https://en.wikipedia.org/wiki/Agriculture) is the science and art of cultivating plants and livestock for food and materials.
Contributions welcome! Please follow the contributing guidelines (https://github.com/beaorn/awesome-agriculture/blob/master/contributing.md).
Contents
- Automation and Robotics (#automation-and-robotics)
- Calculators (#calculators)
- Climate, Environment and Weather (#climate-environment-and-weather)
- Crop Modeling, Phenotyping, and Pathology (#crop-modeling-phenotyping-and-pathology)
- Datasets (#datasets)
- Data Standardization, Interoperability and APIs (#data-standardization-interoperability-and-apis)
- Farm Management Systems and Record Keeping (#farm-management-systems-and-record-keeping)
- Geospatial and GIS (#geospatial-and-gis)
- IoT, Hardware (#iot-hardware)
- Knowledgebases and Learning Resources (#knowledgebases-and-learning-resources)
- Machine Learning and AI (#machine-learning-and-ai)
- Remote Sensing and Imagery (#remote-sensing-and-imagery)
Automation and Robotics
- Ant Robotics (https://antrobotics.de/) development from Ecoterra bot
- Acorn Rover (https://github.com/Twisted-Fields) precision farming rover, Odrive, Python.
- Earth Rover (https://github.com/earthrover) Ag AGV ROS1 precision farming rover
- EcoTerra Bot (https://ecoterrabot.com/) Delta & Rover
- FarmBot (https://github.com/farmbot) - Open source precision gardening project.
- Fields2Cover (https://github.com/Fields2Cover/Fields2Cover) - Robust and efficient coverage paths for autonomous agricultural vehicles.
- Romi project (https://media.romi-project.eu/documents/index.html) Europe-funded research project
- ROS Agriculture (http://rosagriculture.org/) - Open Source community focusing on using Robot Operating System to empower farmers with robotics tools.
- Weedinator (https://hackaday.io/project/53896-weedinator-2019) Line following weeding robot
Calculators
- farm-calculators (https://github.com/brycejohnston/farm-calculators) - WordPress plugin for calculating various farming and crop related information.
Climate, Environment and Weather
- agroclimatology (https://github.com/brycejohnston/agroclimatology) - Ruby client for interacting with the NASA (POWER) Agroclimatology Web Resource.
- evapotranspiration (https://github.com/brycejohnston/evapotranspiration) - Ruby library for calculating reference crop evapotranspiration (ETo).
- frostline (https://github.com/waldoj/frostline) - A dataset, API, and python parser for USDA plant hardiness zones.
- GSODR (https://github.com/ropensci/GSODR) - Global summary daily weather data in R.
- iem (https://github.com/akrherz/iem) - Code that makes the Iowa Environmental Mesonet run.
- PyETo (https://github.com/woodcrafty/PyETo) - Python package for calculating reference/potential evapotranspiration (ETo).
- pyTSEB (https://github.com/hectornieto/pyTSEB) - A python two source energy balance model for estimation of evapotranspiration with remote sensing data.
- soilDB (https://github.com/ncss-tech/soilDB) - R library for simplified access to NCSS soil databases.
Crop Modeling, Phenotyping, and Pathology
- Open Plant Pathology (https://www.openplantpathology.org/) - A community that values open data and computational tools for advancing epidemiology and pathogen population biology and ecology.
Datasets
- Growstuff (https://www.growstuff.org/crops) Record keeping & crop database, nice API
- CWFID (https://github.com/cwfid/dataset) - Dataset comprising field images, vegetation segmentation masks and crop/weed plant type annotations.
- TERRA REF (https://terraref.org) - 1PB public domain high resolution sensor data from sorghum breeding trials (data publication (https://doi.org/10.5061/dryad.4b8gtht99) with large files available on
globus.org at ncsa#terra-public (https://app.globus.org/file-manager?origin_id=e8feaff4-96cd-11ea-bf90-0e6cccbb0103&origin_path=%2F))
Data Standardization, Interoperability and APIs
- AgGateway’s ADAPT Toolkit (https://adaptframework.org) - Open Source project providing tools to simplify communication between growers, their machines, and their partners.
- Agstack (https://github.com/agstack) - Open-Source Digital Infrastructure for the Agriculture Ecosystem.
- agx-ruby (https://github.com/brycejohnston/agx-ruby) - Ruby client for Proagrica's agX platform APIs.
- API-Code-Samples (https://github.com/aWhereAPI/API-Code-Samples) - Contains aWhere's API platform code samples.
- ClearAg-API-Examples (https://github.com/IterisClearAg/ClearAg-API-Examples) - A collection of code examples using the ClearAg APIs.
- JDLinkMachineDataAPI-OAuth2-CSharp-Example (https://github.com/JohnDeere/JDLinkMachineDataAPI-OAuth2-CSharp-Example) - CSharp JDLink Machine Data API client example.
- Open Ag Data Alliance (https://github.com/oada) - OADA is an open project designed to bring interoperability, security, and privacy to agricultural data.
- MyJohnDeereAPI-OAuth2-Java-Example (https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-Java-Example) - Java MyJohnDeere API client example.
- MyJohnDeereAPI-OAuth2-NodeJS-Example (https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-NodeJS-Example) - Node.js MyJohnDeere API client example.
- MyJohnDeereAPI-OAuth2-Python-Example (https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-Python-Example) - Python MyJohnDeere API client example.
- OpenTeam (https://openteam.community/) - Open Technology Ecosystem for Agricultural Management
- SampleData (https://github.com/JohnDeere/SampleData) - Sample datacards, shapefiles, and other files you can use for testing.
- SencropAPI-JavaScript-Client (https://github.com/sencrop/sencrop-js-api-client) - Sencrop API Javascript client implementation. Read and manage Sencrop weather stations.
Farm Management Systems and Record Keeping
- AgroSense (https://bitbucket.org/corizon/agrosense) - Free and open source farm management suite built with Java.
- farmOS (https://github.com/farmOS/farmOS) - Web-based farm record keeping application built with Drupal and PHP.
- Ekylibre (https://github.com/ekylibre/ekylibre) - Farm management information system for farmers and small enterprises built with Ruby on Rails and PostgreSQL/PostGIS.
- Soil Mate (https://github.com/Open-Source-Agriculture/soil_mate) - Helper app designed to assist the collection of soil data.
- Tania (https://github.com/Tanibox/tania-core) - Free and open source farming management system for everyone built with Go and Vue.js.
Geospatial and GIS
GIS Resources
- Awesome GIS (https://github.com/sshuair/awesome-gis) - Awesome GIS is a list collecting abundant GIS related sources.
GIS Platforms
- QGIS (https://qgis.org) - QGIS is a free, open source, cross platform (lin/win/mac) geographical information system.
Shapefiles
- pyshp (https://github.com/GeospatialPython/pyshp) - Reads and writes ESRI Shapefiles in pure Python.
- rgeo-shapefile (https://github.com/rgeo/rgeo-shapefile) - RGeo Shapefile is an optional module for RGeo for reading geospatial data from ESRI shapefiles in Ruby.
IoT, Hardware
- AgOpenGPS (https://github.com/farmerbriantee/AgOpenGPS) - Ag precision mapping and section control software.
- DRO-Matic (https://github.com/drolsen/DRO-Matic) - Fully Automated Hydroponic OS for DIY DRO-Matic cabinets - Nutrient dosing, irrigation, topoffs, timers, EC & pH drift fixing.
- Farm-Data-Relay-System (https://github.com/timmbogner/Farm-Data-Relay-System) - System using ESP-NOW, LoRa, and other protocols to transport sensor data in remote areas without relying on WiFi.
- Farm Hack (https://farmhack.org/tools) - Worldwide community of farmers that build and modify our own tools.
- Open Agriculture Foundation (https://github.com/OpenAgricultureFoundation) - Open Source ecosystem of technologies that enable and promote transparency, networked experimentation, education, and hyper-local
production.
- OpenMinder (https://github.com/autogrow/openminder) - Open Source Rootzone Monitoring, API and open source hat for the RaspberryPi.
- OpenWeedLocator (https://github.com/geezacoleman/OpenWeedLocator) - Open Source, low-cost, image-based weed detection device for in-crop and fallow scenarios.
Knowledgebases and Learning Resources
- Harvest Helper (https://github.com/damwhit/harvest_helper) - Provides growing, harvesting and recipe information for the 45 plants in the database as well as a JSON API.
- OpenFarm (https://github.com/openfarmcc/OpenFarm) - A free and open database for farming and gardening knowledge built with Ruby on Rails.
Machine Learning and AI
- AgML (https://github.com/Project-AgML/AgML) - Centralized framework for agricultural machine learning.
- agridat (https://github.com/kwstat/agridat) - R package providing an extensive collection of datasets from agricultural experiments.
- Crop Yield Prediction (https://github.com/JiaxuanYou/crop_yield_prediction) - Deep gaussian process for crop yield prediction based on remote sensing data.
- Deep Learning for Biologists with Keras (https://github.com/totti0223/deep_learning_for_biologists_with_keras) - Tutorials for deep learning based analysis (mainly) on biological relavent themes.
- FarmVibes.AI (https://github.com/microsoft/farmvibes-ai) - Multi-Modal GeoSpatial ML Models for Agriculture and Sustainability.
- PlantCV (https://github.com/danforthcenter/plantcv) - Plant phenotyping software using computer vision.
Remote Sensing and Imagery
- Awesome Sentinel (https://github.com/Fernerkundung/awesome-sentinel) - A curated list of awesome tools, tutorials and APIs related to data from the Copernicus Sentinel Satellites.
- Raster Vision (https://github.com/azavea/raster-vision) - Deep learning for aerial/satellite imagery.
- Sen2Agri (https://github.com/Sen2Agri/Sen2Agri-System) - Software system processing high resolution satellite images for agricultural purposes.
- Awesome Vegetation Index (https://github.com/px39n/Awesome-Vegetation-Index) - List of reference, applications of common Vegetation Indices for Multi-spectral, hyper-spectral and UAV images.
License
!CC0 (http://mirrors.creativecommons.org/presskit/buttons/88x31/svg/cc-zero.svg) (https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, Bryce Johnston (https://github.com/brycejohnston) has waived all copyright and related or neighboring rights to this work.
▐ A curated list of awesome open source technology for agriculture, farming, and gardening.
Agriculture (https://en.wikipedia.org/wiki/Agriculture) is the science and art of cultivating plants and livestock for food and materials.
Contributions welcome! Please follow the contributing guidelines (https://github.com/beaorn/awesome-agriculture/blob/master/contributing.md).
Contents
- Automation and Robotics (#automation-and-robotics)
- Calculators (#calculators)
- Climate, Environment and Weather (#climate-environment-and-weather)
- Crop Modeling, Phenotyping, and Pathology (#crop-modeling-phenotyping-and-pathology)
- Datasets (#datasets)
- Data Standardization, Interoperability and APIs (#data-standardization-interoperability-and-apis)
- Farm Management Systems and Record Keeping (#farm-management-systems-and-record-keeping)
- Geospatial and GIS (#geospatial-and-gis)
- IoT, Hardware (#iot-hardware)
- Knowledgebases and Learning Resources (#knowledgebases-and-learning-resources)
- Machine Learning and AI (#machine-learning-and-ai)
- Remote Sensing and Imagery (#remote-sensing-and-imagery)
Automation and Robotics
- Ant Robotics (https://antrobotics.de/) development from Ecoterra bot
- Acorn Rover (https://github.com/Twisted-Fields) precision farming rover, Odrive, Python.
- Earth Rover (https://github.com/earthrover) Ag AGV ROS1 precision farming rover
- EcoTerra Bot (https://ecoterrabot.com/) Delta & Rover
- FarmBot (https://github.com/farmbot) - Open source precision gardening project.
- Fields2Cover (https://github.com/Fields2Cover/Fields2Cover) - Robust and efficient coverage paths for autonomous agricultural vehicles.
- Romi project (https://media.romi-project.eu/documents/index.html) Europe-funded research project
- ROS Agriculture (http://rosagriculture.org/) - Open Source community focusing on using Robot Operating System to empower farmers with robotics tools.
- Weedinator (https://hackaday.io/project/53896-weedinator-2019) Line following weeding robot
Calculators
- farm-calculators (https://github.com/brycejohnston/farm-calculators) - WordPress plugin for calculating various farming and crop related information.
Climate, Environment and Weather
- agroclimatology (https://github.com/brycejohnston/agroclimatology) - Ruby client for interacting with the NASA (POWER) Agroclimatology Web Resource.
- evapotranspiration (https://github.com/brycejohnston/evapotranspiration) - Ruby library for calculating reference crop evapotranspiration (ETo).
- frostline (https://github.com/waldoj/frostline) - A dataset, API, and python parser for USDA plant hardiness zones.
- GSODR (https://github.com/ropensci/GSODR) - Global summary daily weather data in R.
- iem (https://github.com/akrherz/iem) - Code that makes the Iowa Environmental Mesonet run.
- PyETo (https://github.com/woodcrafty/PyETo) - Python package for calculating reference/potential evapotranspiration (ETo).
- pyTSEB (https://github.com/hectornieto/pyTSEB) - A python two source energy balance model for estimation of evapotranspiration with remote sensing data.
- soilDB (https://github.com/ncss-tech/soilDB) - R library for simplified access to NCSS soil databases.
Crop Modeling, Phenotyping, and Pathology
- Open Plant Pathology (https://www.openplantpathology.org/) - A community that values open data and computational tools for advancing epidemiology and pathogen population biology and ecology.
Datasets
- Growstuff (https://www.growstuff.org/crops) Record keeping & crop database, nice API
- CWFID (https://github.com/cwfid/dataset) - Dataset comprising field images, vegetation segmentation masks and crop/weed plant type annotations.
- TERRA REF (https://terraref.org) - 1PB public domain high resolution sensor data from sorghum breeding trials (data publication (https://doi.org/10.5061/dryad.4b8gtht99) with large files available on
globus.org at ncsa#terra-public (https://app.globus.org/file-manager?origin_id=e8feaff4-96cd-11ea-bf90-0e6cccbb0103&origin_path=%2F))
Data Standardization, Interoperability and APIs
- AgGateway’s ADAPT Toolkit (https://adaptframework.org) - Open Source project providing tools to simplify communication between growers, their machines, and their partners.
- Agstack (https://github.com/agstack) - Open-Source Digital Infrastructure for the Agriculture Ecosystem.
- agx-ruby (https://github.com/brycejohnston/agx-ruby) - Ruby client for Proagrica's agX platform APIs.
- API-Code-Samples (https://github.com/aWhereAPI/API-Code-Samples) - Contains aWhere's API platform code samples.
- ClearAg-API-Examples (https://github.com/IterisClearAg/ClearAg-API-Examples) - A collection of code examples using the ClearAg APIs.
- JDLinkMachineDataAPI-OAuth2-CSharp-Example (https://github.com/JohnDeere/JDLinkMachineDataAPI-OAuth2-CSharp-Example) - CSharp JDLink Machine Data API client example.
- Open Ag Data Alliance (https://github.com/oada) - OADA is an open project designed to bring interoperability, security, and privacy to agricultural data.
- MyJohnDeereAPI-OAuth2-Java-Example (https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-Java-Example) - Java MyJohnDeere API client example.
- MyJohnDeereAPI-OAuth2-NodeJS-Example (https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-NodeJS-Example) - Node.js MyJohnDeere API client example.
- MyJohnDeereAPI-OAuth2-Python-Example (https://github.com/JohnDeere/MyJohnDeereAPI-OAuth2-Python-Example) - Python MyJohnDeere API client example.
- OpenTeam (https://openteam.community/) - Open Technology Ecosystem for Agricultural Management
- SampleData (https://github.com/JohnDeere/SampleData) - Sample datacards, shapefiles, and other files you can use for testing.
- SencropAPI-JavaScript-Client (https://github.com/sencrop/sencrop-js-api-client) - Sencrop API Javascript client implementation. Read and manage Sencrop weather stations.
Farm Management Systems and Record Keeping
- AgroSense (https://bitbucket.org/corizon/agrosense) - Free and open source farm management suite built with Java.
- farmOS (https://github.com/farmOS/farmOS) - Web-based farm record keeping application built with Drupal and PHP.
- Ekylibre (https://github.com/ekylibre/ekylibre) - Farm management information system for farmers and small enterprises built with Ruby on Rails and PostgreSQL/PostGIS.
- Soil Mate (https://github.com/Open-Source-Agriculture/soil_mate) - Helper app designed to assist the collection of soil data.
- Tania (https://github.com/Tanibox/tania-core) - Free and open source farming management system for everyone built with Go and Vue.js.
Geospatial and GIS
GIS Resources
- Awesome GIS (https://github.com/sshuair/awesome-gis) - Awesome GIS is a list collecting abundant GIS related sources.
GIS Platforms
- QGIS (https://qgis.org) - QGIS is a free, open source, cross platform (lin/win/mac) geographical information system.
Shapefiles
- pyshp (https://github.com/GeospatialPython/pyshp) - Reads and writes ESRI Shapefiles in pure Python.
- rgeo-shapefile (https://github.com/rgeo/rgeo-shapefile) - RGeo Shapefile is an optional module for RGeo for reading geospatial data from ESRI shapefiles in Ruby.
IoT, Hardware
- AgOpenGPS (https://github.com/farmerbriantee/AgOpenGPS) - Ag precision mapping and section control software.
- DRO-Matic (https://github.com/drolsen/DRO-Matic) - Fully Automated Hydroponic OS for DIY DRO-Matic cabinets - Nutrient dosing, irrigation, topoffs, timers, EC & pH drift fixing.
- Farm-Data-Relay-System (https://github.com/timmbogner/Farm-Data-Relay-System) - System using ESP-NOW, LoRa, and other protocols to transport sensor data in remote areas without relying on WiFi.
- Farm Hack (https://farmhack.org/tools) - Worldwide community of farmers that build and modify our own tools.
- Open Agriculture Foundation (https://github.com/OpenAgricultureFoundation) - Open Source ecosystem of technologies that enable and promote transparency, networked experimentation, education, and hyper-local
production.
- OpenMinder (https://github.com/autogrow/openminder) - Open Source Rootzone Monitoring, API and open source hat for the RaspberryPi.
- OpenWeedLocator (https://github.com/geezacoleman/OpenWeedLocator) - Open Source, low-cost, image-based weed detection device for in-crop and fallow scenarios.
Knowledgebases and Learning Resources
- Harvest Helper (https://github.com/damwhit/harvest_helper) - Provides growing, harvesting and recipe information for the 45 plants in the database as well as a JSON API.
- OpenFarm (https://github.com/openfarmcc/OpenFarm) - A free and open database for farming and gardening knowledge built with Ruby on Rails.
Machine Learning and AI
- AgML (https://github.com/Project-AgML/AgML) - Centralized framework for agricultural machine learning.
- agridat (https://github.com/kwstat/agridat) - R package providing an extensive collection of datasets from agricultural experiments.
- Crop Yield Prediction (https://github.com/JiaxuanYou/crop_yield_prediction) - Deep gaussian process for crop yield prediction based on remote sensing data.
- Deep Learning for Biologists with Keras (https://github.com/totti0223/deep_learning_for_biologists_with_keras) - Tutorials for deep learning based analysis (mainly) on biological relavent themes.
- FarmVibes.AI (https://github.com/microsoft/farmvibes-ai) - Multi-Modal GeoSpatial ML Models for Agriculture and Sustainability.
- PlantCV (https://github.com/danforthcenter/plantcv) - Plant phenotyping software using computer vision.
Remote Sensing and Imagery
- Awesome Sentinel (https://github.com/Fernerkundung/awesome-sentinel) - A curated list of awesome tools, tutorials and APIs related to data from the Copernicus Sentinel Satellites.
- Raster Vision (https://github.com/azavea/raster-vision) - Deep learning for aerial/satellite imagery.
- Sen2Agri (https://github.com/Sen2Agri/Sen2Agri-System) - Software system processing high resolution satellite images for agricultural purposes.
- Awesome Vegetation Index (https://github.com/px39n/Awesome-Vegetation-Index) - List of reference, applications of common Vegetation Indices for Multi-spectral, hyper-spectral and UAV images.
License
!CC0 (http://mirrors.creativecommons.org/presskit/buttons/88x31/svg/cc-zero.svg) (https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, Bryce Johnston (https://github.com/brycejohnston) has waived all copyright and related or neighboring rights to this work.