pvlib-python

A set of documented functions for simulating the performance of photovoltaic energy systems.

pvfactors

Open source view-factor model for diffuse shading and bifacial PV modeling.

gsee

Global Solar Energy Estimator.

PVMismatch

An explicit Python PV system IV & PV curve trace calculator which can also calculate mismatch.

rdtools

An open source library to support reproducible technical analysis of time series data from photovoltaic energy systems.

Machine-Learning-for-Solar-Energy-Prediction

Predict the power production of a solar panel farm from weather measurements using machine learning.

elpv-dataset

A dataset of functional and defective solar cells extracted from EL images of solar modules.

feedinlib

Contains implementations of photovoltaic models to calculate electricity generation from a PV installation based on given solar radiation. Furthermore it contains all necessary pre-calculations.

photovoltaic

A Python library used in photovoltaics.

pvcaptest

Collection of functions and Jupyter Notebooks to partially automate running a capacity test following ASTM E2848.

pvtrace

Optical ray tracing for luminescent materials and spectral converter photovoltaic devices.

SolarPILOT

Solar power tower layout and optimization tool.

solar-data-tools

Data analysis tools for working with historical PV solar time-series data sets.

SolarPV-DER-simulation-utility

Allows user to run dynamics simulations for solar photovoltaic distributed energy resource connected to a stiff voltage source or to an external program.

bifacial_radiance

Toolkit for working with RADIANCE for the ray-trace modeling of Bifacial Photovoltaics.

autoXRD

A Python package for automatic XRD pattern classification of thin-films, tweaked for small and class-imbalanced datasets.

BayesProcess

A Python package for Physics informed Bayesian network inference using neural network surrogate model for matching process / variable / performance in solar cells.

solcore5

A multi-scale, Python-based library for the modeling of solar cells and semiconductor materials.

solax

Read energy usage data from the real-time API on Solax solar inverters.

bifacialvf

Bifacial PV View Factor model for system performance calculation.

solaR

Allows for reproducible research both for photovoltaics systems performance and solar radiation.

SolarTherm

Solar thermal power/fuel station performance simulation and optimization using Modelica.

LibreSolar

Firmware for LibreSolar BMS boards based on bq769x0 or ISL94202.

Charge Controller Firmware

Firmware for LibreSolar MPPT/PWM charge controllers.

pvoutput

Python code for downloading PV data from PVOutput.org.

solarpy

This package aims to provide a reliable solar radiation model, mainly based on the work of Duffie, J.A., and Beckman, W. A., 1974, 'Solar energy thermal processes'.

solariot

Leverage your IoT enabled Solar PV Inverter to stream your solar energy usage data to a real time dashboard.

pvanalytics

Quality control, filtering, feature labeling, and other tools for working with data from photovoltaic energy systems.

IonMonger

A free and fast perovskite solar cell simulator with coupled ion vacancy and charge carrier dynamics in one dimension.

rayflare

Provide a flexible, user-friendly Python environment to model complex optical stacks, with a focus on solar cells.

pv-terms

Contains nomenclature for PV-relevant terms that are used in modeling and data analysis for PV systems.

StatisticalClearSky

Statistical estimation of a clear sky signal from PV system power data.

Photovoltaic_Fault_Detector

Model-definition is a deep learning application for fault detection in photovoltaic plants.

nasapower

Aims to make it quick and easy to automate downloading NASA-POWER global meteorology, surface solar energy and climatology data in your R session as a tidy data frame tibble object for analysis and use in modeling or other purposes.

pvcompare

A model for comparing the benefits of different PV technologies in a specified local energy system in different energy supply scenarios.

SolTrace

A software tool developed at NREL to model concentrating solar power (CSP) systems and analyze their optical performance.

CarrierCapture.jl

A set of codes to compute carrier capture and recombination rates in semiconducting compounds like solar cells.

honeybee

A Python library to create, run and visualize the results of daylight (RADIANCE) and energy analysis (EnergyPlus/OpenStudio).

MPPT-Solar-Charger

Supporting documentation and software for the MPPT Solar Charger.

Tonatiuh

A Monte Carlo ray tracer for the optical simulation of solar concentrating systems.

PV4GER

Aims at democratizing and accelerating the access to photovoltaic systems data in Germany and beyond.

PV Free

A public API for PV modeling parameters.

Pysolar

A collection of Python libraries for simulating the irradiation of any point on earth by the sun. It includes code for extremely precise ephemeris calculations.

PV_ICE

An open-source tool to quantify Solar Photovoltaics (PV) Energy and Mass Flows in the Circular Economy, from a Reliability and Lifetime approach.

Solar electricity Nowcasting

Build the world's best near-term forecasting system for solar electricity generation.

Solar Forecast Arbiter

Core data gathering, validation, processing, and reporting package for the Solar Forecast Arbiter.

pv-system-profiler

Estimating PV array location and orientation from real-world power datasets.

A Global Inventory of Commercial-, Industrial-, and Utility-Scale Photovoltaic Solar Generating Units

Used to produce a global inventory of utility-scale solar photovoltaic generating station.

dGen

Forecast PV adoption based on user specified configurations like electricity rate prices, electricity load growth, solar resource factors, and much more.

SOLECTRUS

An alternative photovoltaic dashboard that visualizes the yield and consumption.

pvdeg

Set of tools to calculate degradation responses and degradation related parameters for PV.

solarthing

An application that can monitor data from a variety of solar charge controllers and inverters.

solXpect

Android app to forecast the output of your photovoltaic system (PV) or balcony pv using data from Open-Meteo.com.

Solar Stations

A catalog of high-quality solar radiation monitoring stations.

OTSun

A Python package that uses the Monte Carlo Forward Ray Tracing for the optical analysis of Solar Thermal Collectors and Solar Cells.

pvOps

Contains a series of functions to facilitate fusion of text-based data with time series production data collected at photovoltaic sites.

CSP.guru

An open-source database of concentrating solar power plants of the world for energy modellers and analysts.

Quartz Solar Forecast

The aim of the project is to build an open source PV forecast that is free and easy to use.

Net Zero Citizens

Through this web and mobile applications, users in Mexico can effortlessly connect with solar panel installers and photovoltaic panel sellers, making the switch to solar energy seamless and straightforward.

OpenPV

A website to simulate shading and annual PV yield based on 3D building data in the browser.

OpenDTU

An alternative open source software for communicating with Hoymiles solar inverters, which synchronises everything with the s-Miles cloud.

SimShady

Simulating Shadows for PV Potential Analysis on 3D Data in the Browser.

InSPIRE

Here we will collect scripts, trainings, studies, and any other open-source material that can help further the understanding and research of agrivoltaics.

twoaxistracking

A Python package for simulating two-axis tracking solar collectors, particularly self-shading.

huawei_solar

This integration exposes the information and functions made available by Huawei Solar inverters directly via one of its Modbus interfaces in Home Assistant.

Sunsynk-Power-Flow-Card

A customizable Home Assistant card to emulate the Sunsynk System flow that's displayed on the Inverter screen.

Solarman integration

Home Assistant component for interacting with Solarman data collectors used with a variety of inverters.

SunPeek

Implements a dynamic, in situ test methodology for large solar thermal plants.

SkyGPT

A physics-constrained stochastic sky video prediction model for probabilistic short-term solar forecasting.

GMSEUS

A comprehensive ground-mounted solar energy dataset with sub-array design metadata in the United States.

solposx

A Python package for calculating solar position angles and comparing solar position algorithms.

Solar Consumer

This code can be used to download solar forecasts and save them to a PostgreSQL database by retrieving solar generation estimates for embedded solar farms and preparing the data for analysis.

Sunalyzer

A free, open source and vendor independent solar monitoring system. It collects relevant data from your inverter/smart meter and stores them safely in a data base.

PVForecast

Forecasts to optimize electricity consumption for rooftop PV installations.

forecast-solar

Asynchronous Python client for getting solarpanels forecast information.

Anker Solix Integration for Home Assistant

Home Assistant integration for Anker Solix Power devices.

PVCracks

Investigates the effects of cracks on power loss in photovoltaic (PV) solar cells and tracks crack progression over time.

PASE

Simulate an agrivoltaic system, calculating both photovoltaic and agricultural output.

PVNet

A multi-modal late-fusion model for predicting renewable energy generation from weather data.

EarthPV

Free, Open and Global Mapping of Photovoltaic Systems Above 10 kWp, including capacity, growth and orientation.

DSWE

An R implementation of various data science methods for wind energy (DSWE) applications, such as providing machine learning methods to accurately estimate the wind power curve.

IEA-15-240-RWT

A 15 MW reference wind turbine repository developed in conjunction with IEA Wind.

windpowerlib

A library to model the output of wind turbines and farms.

turbinesFoam

A library for simulating wind and marine hydrokinetic turbines in OpenFOAM using the actuator line method.

nalu-wind

Solver for wind farm simulations targeting exascale computational platforms.

openfast

A multi-physics, multi-fidelity tool for simulating the coupled dynamic response of wind turbines and wind farms.

amr-wind

A massively parallel, block-structured adaptive-mesh, incompressible flow solver for wind turbine and wind farm simulations.

OpenOA

This library provides a framework for working with large time series data from wind plants, such as SCADA.

ROSCO

NREL's Reference OpenSource Controller for wind turbine applications.

floris

A controls-oriented engineering wake modeling framework for evaluating the impact of wind farm controls on AEP and wind farm design.

PyWake

An AEP calculator for wind farms implemented in Python including a collection of wake models.

WISDEM

Wind Plant Integrated System Design and Engineering Model.

WOMBAT

Windfarm Operations & Maintenance cost-Benefit Analysis Tool.

LandBOSSE

The Land-based Balance-of-System Systems Engineering model is a systems engineering tool that estimates the balance-of-system costs associated with installing utility scale wind plants (10, 1.5 MW turbines or larger).

TopFarm2

A Python package developed by DTU Wind Energy to help with wind-farm optimizations.

BasicDTUController

The scope of this project is to provide an open source, open access controller that can be used by the wind energy community as a reference.

WindEnergyToolbox

A collection of Python scripts that facilitate working with (potentially a lot) of HAWC2,HAWCStab2, FAST or other text input based simulation tools.

windfarmGA

Genetic algorithm to optimize the layout of wind farms.

wtphm

The Wind Turbine Prognostics and Health Management library processes wind turbine events data, as well as operational SCADA data for easier fault detection, prognostics or reliability research.

AirfoilPreppy

A Python module for pre-processing and evaluating aerodynamic airfoil data, primarily for wind turbine applications.

Draco

A collection of end-to-end solutions for machine learning problems commonly found in monitoring wind energy production system.

pyconturb

Constrained Stochastic Turbulence for Wind Energy Applications.

ORBIT

Offshore Renewable Balance-of-system Installation Tool computes capital costs and activity times for offshore wind plant balance-of-system (everything besides the turbine) costs.

WindTurbineClassification

Specification of 'normal' wind turbine operating behaviour for rapid anomaly detection.

ANYstructure

Offshore Steel structure calculation tool with automatic optimization and report generation.

SHARPy

Simulation of High Aspect Ratio aeroplanes and wind turbines in Python.

WindSE

A Python package that uses a FEniCS backend to perform wind farm simulations and optimization.

WEIS

WEIS is a framework that combines multiple tools to enable design optimization of floating offshore wind turbines.

pyNuMAD

An object-oriented, open-source software written in Python which facilitates the creation and analysis of three-dimensional models of wind turbine blades.

HAMS

An open-source computer program for the analysis of wave diffraction and radiation of three-dimensional floating or submerged structures.

brightwind

A Python library aims to empower wind resource analysts and establish a common industry standard toolset.

NRWAL

A library of offshore wind cost equations.

welib

Wind energy library, Python and matlab tools for wind turbines analyses.

digital_wra_data_standard

This standard data model and associated tools are intended as universal building blocks for Wind Energy Resource Assessment applications.

awebox

Modelling and optimal control of single- and multiple-kite systems for airborne wind energy.

CCBlade.jl

A blade element momentum method for propellers and turbines.

lidarwind

Retrieve wind speed and direction profiles from Doppler lidar observations from the WindCube-200s.

FLOWUnsteady

An interactional aerodynamics and acoustics solver for multirotor aircraft and wind energy.

stochLAB

A tool to run collision risk models for seabirds on offshore wind farms.

Energy Research and Forecasting

Designed to provide a flexible computational framework for the exploration and investigation of different physics parameterizations and numerical strategies, and to characterize the flow field that impacts the ability of wind turbines to extract wind energy.

FLOWFarm.jl

Wind farm simulation tool for gradient-based optimization.

foxes

A modular wind farm simulation and wake modelling toolbox which is based on engineering wake models.

CN-AeroModels

Developed to provide methods to compute the aerodynamic forces generated by wind propulsion systems for ships.

OpenWindSCADA

Ac - Repository of openly available wind turbine SCADA datasets with high-level descriptions, reusable data loaders for convenient CSV import, and a platform for documenting insights related to data quality and malfunctions.

NREL Wind Turbine Power Curve Archive

The purpose of this archive is to compile public wind turbine data in one place for easy access.

MoorDyn

A lumped-mass mooring line model intended for coupling with floating structure codes.

Open Wind Energy

Builds and displays onshore wind turbine site constraints in a fully automated way - avoiding the need for manually downloading and processing multiple GIS datasets by hand.

IEC 61400-15-2 EYA DEF

Defines a complementary format for energy yield assessment reporting to the main written report, aimed at facilitating automated solutions for data exchange.

WAVES

Wind Asset Value Estimation System is a tool for estimating the lifecycle costs of offshore wind projects using NREL's flagship techno economic models.

wind-up

A tool to assess yield uplift of wind turbines.

WindGym

Provides a dynamic wind farm environment for developing and evaluating reinforcement learning agents for wind farm control.

WecOptTool

Allows users to perform wave energy converter device design optimization studies with constrained optimal control.

CACTUS

A turbine performance simulation code, based on a free wake vortex method, to study wind turbines and marine hydrokinetic devices.

hydro-power-database

Collects basic information on all the European hydro-power plants.

MHKiT-Python

Provides the marine renewable energy community tools for data processing, visualization, quality control, resource assessment, and device performance.

hydropowerlib

Designed to calculate feed-in time series of run-of-the-river hydropower plants.

HydroPowerSimulations.jl

Contains extensions on PowerSystems.jl and PowerSimulations.jl to enable enhanced hydropower representations.

OpenHPL

An open source hydropower library that consists of hydropower unit models and is modeled using Modelica.

WEC-Sim

Wave Energy Converter Simulator is an open source code for simulating wave energy converters.

BEMRosetta

Used to model hydrodynamic forces in offshore devices like ships, offshore wind platforms and wave energy converters.

Capytaine

A Python package for the simulation of the interaction between water waves and floating bodies in frequency domain.

DOLPHYN

Evaluates investments and operations across the bulk supply chain for electricity and Hydrogen including production, storage, transmission, conditioning, and end-use consumption.

fairchem

Use AI to model and discover new catalysts for use in renewable energy storage to help in addressing climate change.

wmpy-power

A hydropower simulation model developed to support long-term planning and climate impacts studies.

HydroGenerate

An open-source Python library that has the capability of estimating hydropower generation based on flow rate either provided by the user or received from United States Geological Survey water data services.

pyH2A

An extensible Python framework for the analysis of hydrogen production cost.

HydroChrono

Enabling simulations of wave energy converters and other ocean systems.

pygfunction

An open source toolbox for the evaluation of thermal response factors of geothermal borehole fields.

GHEtool

GHEtool is an open source Python package that contains all the functionalities needed to deal with borefield design.

OpenGeoSys 6

A scientific open source project for the development of numerical methods for the simulation of thermo-hydro-mechanical-chemical processes in porous and fractured media.

FEHM

Has proved to be a valuable asset on a variety of projects of national interest including Environmental Remediation of the Nevada Test Site, the LANL Groundwater Protection Program, geologic CO2 sequestration, Enhanced Geothermal Energy programs, Oil and Gas production, Nuclear Waste Isolation,…

thermo

Thermodynamics, phase equilibrium, transport properties and chemical database component of Chemical Engineering Design Library.

waiwera

A parallel, open-source geothermal flow simulator.

fractoolbox

Python tools for structural geology and borehole image analysis which includes data handling, frequency and geometric analysis, and reservoir geomechanics.

GeoThermalCloud.jl

A repository containing all the data and codes required to demonstrate applications of machine learning methods for geothermal exploration.

GOLEM

A numerical simulator for modelling coupled Thermo-Hydro-Mechanical processes in faulted geothermal reservoirs.

Ground Heat Exchanger Design Tool

A package with the novel capability of automatically selecting ground heat exchanger configurations based on polygonal land constraints.

GEOPHIRES-X

Combines reservoir, wellbore, surface plant, and economic models to estimate the capital and operation and maintenance costs, instantaneous and lifetime energy production, and overall levelized cost of energy of a geothermal plant.

ThermalNetwork

A library for sizing multiple ground heat exchangers distributed around a single-pipe thermal network.

Fimbul.jl

Fast and flexible geothermal reservoir simulation in Julia.

FALCON

A true fully-coupled THMC simulator, using a finite-element approach to solve highly nonlinear coupled subsurface dynamics for problems such as carbon sequestration, reactive transport, geothermal energy, etc.

GHEDesigner

A Flexible and Automatic Ground Heat Exchanger Design Tool.

GeoCLUSTER

A Python-based web application that provides a collection of interactive methods for streamlining the visualization of the technical and economic modeling of closed-loop geothermal systems.

bioenergy.org

A site dedicated to creating FAIR datasets to share across bioenergy research centers and to the global research community.

biogas

Tools for biogas research in R: process biogas data and predict biogas production.

biosteam

The Biorefinery Simulation and Techno-Economic Analysis Modules.

BETYdb

Web-interface to the Biofuel Ecophysiological Traits and Yields Database.

Low Carbon Fuel Standard

An online application for fuel suppliers to manage their compliance obligations under the Low Carbon Fuels Act.

BiRD

A toolbox to simulate and analyze different designs of bioreactors in OpenFOAM.

bslib

Database with battery parameters based on PerMod as well as functions in order to simulate battery storages.

impedance.py

A Python package for working with electro-chemical impedance data.

PyBaMM

Fast and flexible physics-based battery models in Python.

liionpack

A battery pack simulation tool that uses the PyBaMM framework.

ENNOID-BMS

Open Source: Modular BMS based on LTC68XX & STM32 MCU for up to 400V EV battery pack.

cellpy

Extract and tweak data from electro-chemical tests of battery cells.

BatterySense

A simple Arduino library to monitor battery consumption of your battery powered projects, being LiPo, LiIon, NiCd or any other battery type, single or multiple cells: if it can power your Arduino you can monitor it.

beep

A set of tools designed to support Battery Evaluation and Early Prediction of cycle life corresponding to the research of the d3batt program and the Toyota Research Institute.

snl-quest

An open source, Python-based software application suite for energy storage simulation and analysis developed by Sandia National Laboratories.

simses

Software for techno-economic Simulation of Stationary Energy Storage Systems.

CAEBAT OAS

A flexible, robust, and computationally scalable open-architecture framework that integrates multi-physics and multi- scale battery models.

universal-battery-database

The Universal Battery Database is an open source software for managing Lithium-ion cell data.

open_BEA

Open Battery Models for Electrical Grid Applications.

lp_opt

Linear Programming Optimization Tool for Battery Energy Storage Systems.

SLIDE

SLIDE is a C++ code that simulates degradation of lithium ion cell.

equiv-circ-model

An equivalent circuit model for a battery cell, module, and pack.

ISEAFramework

Allows coupled electrical-thermal simulations of single storage systems (e.g. lithium ion batteries or double layer capacitors) or complete storage system packs.

Ampere

Advanced Model Package for ElectRochemical Experiments.

3d_milp

Energy Arbitrage Optimization With Battery Storage.

LIONSIMBA

A Matlab framework based on a finite volume model suitable for Li-ion battery design, simulation, and control.

emobpy

An open tool for creating battery-electric vehicle time series from empirical data.

BattMo

The Battery Modelling Toolbox (BattMo) is a resource for continuum modelling of electrochemical devices in MATLAB.

LiBRA

Create reduced-order state-space models for lithium-ion batteries utilising realisation algorithms.

PyBOP

Provides a comprehensive suite of tools for parameterisation and optimisation of battery models.

MPET

Run simulations of batteries with porous electrodes using porous electrode theory, which is a volume-averaged, multiscale approach to capture the coupled behavior of electrolyte and active material within electrodes.

BIG-MAP

The Battery Interface Genome Materials Acceleration Platform is promoting accelerated discovery of novel battery materials.

BatteryML

An Open-Source Tool for Machine Learning on Battery Degradation.

Battery Data Toolkit

Converts battery testing data from native formats to a standardized HDF5 file.

galpynostatic

A Python/C++ package with physics-based models to predict optimal conditions for fast-charging lithium-ion batteries.

bms-c1

A flexible Open Source Battery Management System (BMS) suitable for various applications.

Battery-Emulator

This software enables EV battery packs to be used for stationary storage in combination with solar inverters.

BLAST-Lite

Battery Lifetime Analysis and Simulation Toolsuite provides a library of battery lifetime and degradation models for various commercial lithium-ion batteries from recent years.

RFB-dev-kit

A benchtop flow battery development kit, extendable to other electrochemical systems with flow.

FAIR-Battery

We seek to present an open-hardware platform for a versatile battery technology and make the platform radically accessible.

Homeassistant E3DC Integration

Monitor and control various Battery management systems (BMS) over Bluetooth and send the results to Home Assistant.

Galv backend

An open-source platform for automated storage of battery data with advanced metadata support for battery scientists.

PyProBE

A Python package designed to simplify and accelerate the process of analysing data from battery cyclers.

APIS

Autonomous Power Interchange System is an innovative open-source platform that enables Physical Peer-to-Peer (PP2P) energy sharing between distributed batteries in microgrids.

BatteryLife

A Comprehensive Dataset and Benchmark for Battery Life Prediction.

Battery Pass Data Model

Standardizing and streamlining the exchange of battery-related information across the value chain to allow informed stakeholder decisions for sustainable circular economy.

OPEM

A modeling tool for evaluating the performance of proton exchange membrane fuel cells.

gopem

GOPEM is a graphical user interface of OPEM.

pem-dataset1

Proton Exchange Membrane Fuel Cell Dataset.

HIM

Hydrogen Infrastructure model for the analysis of spatially resolved hydrogen infrastructure pathways.

pandapipes

A pipeflow calculation tool that complements pandapower in the simulation of multi energy grids, in particular heat and gas networks.

The Hydrogen Risk Assessment Models

The first-ever software toolkit that integrates deterministic and probabilistic models for quantifying accident scenarios, predicting physical effects, and characterizing hydrogen hazards impact on people and structures.

GasModels.jl

A Julia/JuMP Package for Gas Network Optimization.

SciGRID_gas

Methods to create an automated network model of the European gas transportation network.

Vehicle with Fuel Cell Powertrain

Fuel cell electric vehicle with battery model and cooling system.

VirtualFCS

A Modelica library for hybrid hydrogen fuel cell and battery power systems.

GEOH2

Calculates the locational cost of green hydrogen production, storage, transport, and conversion to meet demand in a specified location.

GreenHEART

Techno-economic design optimisation of hybrid renewable plants producing green hydrogen, ammonia and steel.

Open Energy Dashboard

Open Energy Dashboard is a user-friendly way to display energy information from smart energy meter.

Emoncms

A powerful open source web application for processing, logging and visualizing energy, temperature and other environmental data.

Open Energy View

The goal of this project is to analyze and present resource consumption data to users empowering them to conserve and save money.

Green Monitoring Stack

An open-source stack that monitors the network, data center (compute / storage) infrastructure, third-party devices and external sources to understand the energy consumption and its relation to traffic and bandwidth, the cost and the carbon footprint at various levels of granularity.

FlexMeasures

A platform for building energy flexibility services with forecasting and scheduling, written in Python & offering a USEF-conform API.

OpenEMS

Open Source Energy Management System.

SolarNetwork

Flexible platform for the monitoring and control of energy assets, meters, sensors, weather stations, EV chargers, market pricing, load optimization, and more.

emonpi

The OpenEnergyMonitor system has the capability to monitor electrical energy use / generation, temperature and humidity.

EmonLib

Arduino Energy Monitoring Library.

STM32 Energy Monitoring

The following resources are a work in progress guide to using the STM32 platform for energy monitoring, being written as part of development work into the next generation of OpenEnergyMonitor hardware.

OpenSmartMeter

Low-cost & OEM agnostic GSM prepaid smart energy meter with a customizable API.

EHMASS

Energy Management for Home Assistant, is a Python module designed to optimize your home energy interfacing with Home Assistant.

PowerCalc

Custom component for Home Assistant to estimate the power consumption (as virtual meters) of lights, fans, smart speakers and other devices, which don't have a built-in power meter.

homeassistant-alphaESS

Monitor your energy generation, storage, and usage data using the official Open API from Alpha ESS.

opendsm

(formerly eemeter) - An open source Python package for implementing and developing standard methods for calculating normalized metered energy consumption and avoided energy use.

Home Assistant Octopus Energy

Bring your Octopus Energy details into Home Assistant to help you towards a more energy efficient (and or cheaper) home.

Home Assistant Glow

Makes a (not so) smart meter without a P1 port easily readable, reading the pulse LED that is always present in most cases and it works with ESPHome!

DSMR Toolkit

A set of Java based libraries and tools that should allow processing Dutch Smart Meter Requirements messages in a way that is as flexible and reusable as possible.

myenergi for Home Assistant

Home Assistant integration for MyEnergi renewable energy products and ev chargers.

Sankey Chart Card

A Home Assistant lovelace card to display a sankey chart showing energy, power and water consumption.

Modbus Schema Toolkit

A set of Kotlin/Java libraries and tools to turn meaningless binary Modbus values (from Electricity meters, Heatpumps, Solar Inverters (PV) and SunSpec based devices) into meaningful values, make the modbus queries efficient and expose the values to MQTT (Home Assistant), InfluxDB and GraphQL.

Twin4Build

Dynamic simulation of buildings with differentiable data-driven models and integration with semantic models for developing Digital Twins for buildings.

Open Energy System Models

Used to explore future energy systems and are often applied to questions involving energy and climate policy.

Open Energy System Databases

Employ open data methods to collect, clean, and republish energy-related datasets for open use.

PyPSA

A free software toolbox for simulating and optimizing modern power systems that include features such as conventional generators with unit commitment, variable wind and solar generation, storage units, coupling to other energy sectors, and mixed alternating and direct current networks.

whobs-server

This is the code for the online optimization of zero-direct-emission electricity systems with wind, solar and storage (using batteries and electrolysed hydrogen gas) to provide a baseload electricity demand, using the cost and other assumptions of your choice.

System Advisor Model

A simulation program for electricity generation projects. It has models for different kinds of renewable energy systems and financial models for residential, commercial, and utility-scale projects.

PySAM

A Python package for the National Renewable Energy Laboratory’s System Advisor Model.

openTEPES

Determines the investment plans of new facilities (generators, ESS and lines) for supplying the forecasted demand at minimum cost.

REopt_API

Offers a subset of features from NREL's more comprehensive REopt model. Both models provide concurrent, multiple technology integration and optimization capabilities to help organizations meet their cost savings and energy performance goals.

pandapower

An easy to use open source tool for power system modeling, analysis and optimization with a high degree of automation.

urbs

A linear optimization model for distributed energy systems.

Dispa-SET

Allows to model a power system at any level of detail e.g. micro-grid, region, country, continent.

Calliope

A framework to develop energy system models, with a focus on flexibility, high spatial and temporal resolution, the ability to execute many runs based on the same base model, and a clear separation of framework and model.

OSeMOSYS

An open source modeling system for long-run integrated assessment and energy planning. It has been employed to develop energy systems models from the scale of continents (African Power Pools, South America, EU28+2) down to the scale of countries, regions and villages.

FINE

Provides a framework for modeling, optimizing and assessing energy systems.

CoMPAS

Formed to develop open source software components related to IEC 61850 model implementation (profile management) and configuration of a power industry Protection Automation and Control System.

PowerSimulations.jl

A Julia package for power system modeling and simulation of Power Systems operations.

PowerSystems.jl

Provides a rigorous data model using Julia structures to enable power systems analysis and modeling.

DistAIX

A simulator for cyber-physical power systems that makes use of high performance computing techniques to scale up the simulation.

Antares Simulator

An Open Source power system simulator to quantify the adequacy or the economic performance of interconnected energy systems, at short or remote time horizons.

HELICS

Today the core uses are in the energy domain, where there is extensive and growing support for a wide-range of electric power system, natural gas, communications and control-schemes, transportation, buildings, and related domain tools.

oemof-solph

A model generator for energy system modeling and optimization.

oemof-thermal

Provides tools to model thermal energy components as an extension of oemof.solph, e.g. compression heat pumps, concentrating solar plants, thermal storage and solar thermal collectors.

VILLASnode

Connecting real-time power grid simulation equipment.

Joulia.jl

A Large-Scale Spatial Power System Model for Julia.

The IDAES Toolkit

Aims to provide multi-scale, simulation-based, open source computational tools and models to support the design, analysis, optimization, scale-up, operation and troubleshooting of innovative, advanced energy systems.

Temoa

Tools for Energy Model Optimization and Analysis (Temoa) is an open source modeling framework for conducting energy system analysis.

PowerSystemDataModel

Provides an extensive data model capable of modeling energy systems with high granularity e.g. for bottom-up simulations.

antaresViz

Visualize the results of Antares, an Open Source power system simulator meant to be used by anybody placing value in quantifying the adequacy or the economic performance of interconnected energy systems, at short or remote time horizons.

antaresRead

Import, manipulate and explore the results of an Antares simulation.

Spine-Toolbox

An application to define, manage, and execute various energy system simulation models.

OMEGAlpes

Aims to be an energy systems modeling tool for linear optimization (LP, MILP).

deflex

Flexible multi-regional energy system model for heat, power and mobility.

energy-py-linear

Optimizing energy systems using mixed integer linear programming.

AnyMOD.jl

Creating large scale energy system models with multiple periods of capacity expansion formulated as linear optimization problems.

FlexiGIS

Extracts, filters and categorizes the geo-referenced urban energy infrastructure and allocates the required decentralized storage in urban settings.

CapacityExpansion.jl

Future energy system planning (Generation and Transmission Capacity Expansion Planning) in Julia.

DPsim

A solver library for dynamic power system simulation.

GenX

A highly-configurable, open source electricity resource capacity expansion model that incorporates several state-of-the-art practices in electricity system planning to offer improved decision support for a changing electricity landscape.

Open Energy Platform

Aims to ensure quality, transparency and reproducibility in energy system research. It is a collection of various tools and information and that help working with energy-related data.

oemof

Open Energy Modelling Framework - A Python toolbox for energy system modeling and optimization. A community driven, modular, flexible and generic software project.

PowSyBl

An open source framework written in Java, that makes it easy to write complex software for power systems simulations and analysis.

PowSyBl Open Load Flow

An open source library written in Java, that makes it easy to write complex software for power systems simulations and analysis.

PyPowSyBl

A Python library for modelling and simulating power grids by providing bindings to the powsybl Java framework.

matpower

A package of M-files for solving power flow, continuation power flow and optimal power flow problems using MATLAB or Octave.

energyRt

Making Energy Systems Modeling as simple as a linear regression in R.

MVS

The multi-vector simulator allows the evaluation of local sector-coupled energy systems that include the energy carriers electricity, heat and/or gas.

PowNet

A least-cost optimization model for simulating the Unit Commitment and Economic Dispatch of large-scale (regional to country) power systems.

OpenIPSL

A library of power system component models written in the Modelica language that can be used for power system dynamic analysis, such as phasor time-domain simulations.

RAMP

A bottom-up stochastic model for the generation of high-resolution multi-energy profiles, conceived for application in contexts where only rough information about users' behaviour are obtainable.

energy-py

Reinforcement learning for energy systems.

glaes

Geospatial Land Availability for Energy Systems.

onsset

A GIS based optimization tool that has been developed to support electrification planning and decision making for the achievement of energy access goals in currently unserved locations.

rl-testbed-for-energyplus

Reinforcement Learning Testbed for Power Consumption Optimization using EnergyPlus.

tsam

A Python package which uses different machine learning algorithms for the aggregation of time series.

GridPath

A versatile simulation and optimization platform for power-system planning and operations.

ANDES

Power system transient dynamics simulation with symbolic modeling and numerical analysis.

ESDL

A modelling language created for the components in an energy system and their relations towards each other.

Transactive Energy Service System

A platform to design, deploy, and operate transactive energy systems in electric utility retail environments.

Minpower

An open source toolkit for students and researchers in power systems.

Frictionless Energy data

Common medium to facilitate the flow of data between energy and environmental models in a way that can be automated.

Open Modeling Framework

A set of Python libraries for simulating power systems behavior with an emphasis on cost-benefit analysis of emerging technologies.

PSP-UFU

Open-Source Software with advanced GUI features and CAD tools for electrical power system studies.

GENeSYS-MOD

An open-source energy system model, originally based on the Open-Source Energy Modeling System (OSeMOSYS) framework, with various additions - available in GAMS and Julia/JuMP.

PREP-SHOT

A transparent, modular, and open-source Energy Capacity Expansion Model.

HYBRID

A modeling toolset to assess the integration and economic viability of Integrated Energy Systems.

FAME

Its purpose is supporting the rapid development and fast execution of complex agent-based energy system simulations.

REMix

The main focus is on the broad techno-economical assessment of possible future energy system designs and analysis of interactions between technologies.

OpenDER

Aims to accurately represent steady-state and dynamic behaviors of inverter-based distributed energy resources.

ETM Pro

Professional interface of the Energy Transition model.

ETSource

Contains the data used by Quintel energy transition modelling applications, allowing you to explore possible future energy systems for your country, region or municipality.

MESMO

An open-source Python tool for the modeling, simulation and optimization of multi-scale electric and thermal distribution systems along with distributed energy resources.

NemoMod.jl

A high performance, open-source energy system optimization modeling tool developed in Julia.

Dynaωo

Aims at providing power system stakeholders with a transparent, flexible, interoperable and robust suite of simulation tools that could ease collaboration and cooperation in the power system community.

TIMES_model

A bottom-up optimization model used for the exploration of possible energy futures based on contrasted scenarios.

xl2times

An open source tool to convert TIMES models specified in Excel to a format ready for processing by GAMS.

TIMES MIRO App

An open source platform primarily intended to promote the dissemination and use of existing TIMES models.

MUSE_OS

A open source agent-based modelling environment that can be used to simulate change in an energy system over time.

MUSE2

Atool for running simulations of energy systems. It is written in Rust and its purpose is to provide users with a framework to simulate pathways of energy system transition. These transitions are usually in the context of climate change mitigation.

Energy Transition Engine

Calculation engine for the Energy Transition Model.

enflow

An open-source Python framework that enables energy data scientists and modellers to write modular and reproducible energy models that solves sequential decision problems.

AkkudoktorEOS

An open-source energy optimization system that integrates renewable energy sources, such as photovoltaic (PV) systems, battery storage, and smart load management solutions.

SpineOpt.jl

A highly adaptable modelling framework for multi-energy systems written in Julia.

BlueSky

An EIA initiative to develop an open source, next generation energy systems model, which will eventually be used to produce the Annual Energy Outlook (AEO) and International Energy Outlook (IEO).

Balmorel

A bottom-up partial equilibrium energy system model that has traditionally been applied to investigate decarbonisation pathways of sector-coupled energy systems, infrastructure, renewable fuel production and more.

open-energy-modeling-benchmarks

The purpose of this repository is to collate a collection of benchmarks related to open energy modeling in JuMP.

flixOpt

Python-based optimization framework designed to tackle energy and material flow problems using mixed-integer linear programming (MILP) and provides a powerful platform for both dispatch and investment optimization challenges.

resolve

Resolve is a Python-based least-cost capacity expansion model that identifies optimal electricity supply portfolios through capacity expansion and production simulation modeling.

COPPER

The Canadian Opportunities for Planning and Production of Electricity Resources (COPPER) framework is a multi-period, optimization-based CEM that co-optimizes investment in thermal generation, REs, transmission network, and storage technologies.

SustainGym

Reinforcement Learning Environments for Sustainable Energy Systems.

IESopt.jl

Modeling and optimization framework for integrated energy systems.

H2Integrate

An open-source Python package for modeling and designing hybrid energy systems producing electricity, hydrogen, ammonia, steel, and other products.

Tulipa Energy Model

An energy system modelling framework for investment (expansion) and dispatch (operations) optimisations using mixed-integer linear programming (MILP) - primarily for informing policy-maker & stakeholder decisions in the energy transition. Focuses on generalized & compact formulations…

Roseau Load Flow

A powerful load flow solver and static analysis tool.

ExerPy

A Python library designed to perform detailed exergy analysis of energy conversion systems.

Open Energy Benchmark

This repository contains code for benchmarking optimization solvers on problems from the energy planning domain, and an interactive website for analyzing the results.

Open-TYNDP

Explore and consider the adoption of PyPSA in the Ten-Year Network Development Plan of European Network of Transmission System Operators for Electricity (ENTSO-E) by building a workflow based on PyPSA-Eur.

FAME-Io

The open Framework for distributed Agent-based Models of Energy systems.

Electricity Planning Model

As power system planning is one of the key activities performed by energy ministries and utilities around the world, the ambition of this tool is to actively inform the operational work of the World Bank's staff and clients and to be an evolving and versatile decision-making tool.

TZ-OSeMOSYS

A TransitionZero implementation of the OSeMOSYS systems model.

PyPSA-SPICE

PyPSA-based Scenario Planning and Integrated Capacity Expansion Model Builder.

Rumi

A generic, open-source energy systems modelling platform developed by Prayas (Energy Group) to aid policy-relevant analysis.

EnergyScope Library

A library that enables users to set up energy models for specific scenarios, run optimization simulations, and calculate/visualize Key Performance Indicators (KPIs) for energy system analysis.

mescal

Coupling Energy System Models with Life Cycle Assessment.

fluxopt

Energy system optimization with linopy — detailed dispatch, scaled to multi period planning.

CairnOpen

Simulation and optimization software for energy and environmental systems.

osier

Justice oriented energy system optimization framework.

STEPS

An open source power system simulator designed for balanced large-scale AC-DC hybrid power system analysis.

E4ST

A modeling and optimization framework for integrated energy systems.

STRE³AM

The Strategic Technology Roadmapping and Energy, Environmental, and Economic Analysis Model is an optimization-based modeling tool and analysis framework to assist with strategic planning and technology investments of the industrial sector.

ASSETRA

The ASSET Lab Resource adequacy package is a light-weight, open-source energy system resource adequacy project.

MUIO

The user interface for the Open Source Energy Modelling System (OSeMOSYS).

MUIOGO

The integration project to bring the purely Python-based OG-Core model into MUIO, the GUI for OSeMOSYS (CLEWS).

Grid Singularity Energy Exchange

An interface to download and deploy interconnected, grid-aware energy marketplaces.

origin

A set of toolkits that together provide a system for issuance and management of Energy Attribute Certificates.

AMIRIS-Py

Python tools for the electricity market model AMIRIS.

ASSUME

An open-source toolbox for agent-based simulations of European electricity markets, with a primary focus on the German market setup.

NEMS

A long-term energy-economy modeling system of U.S. energy markets.

POMATO

An easy to use tool for the comprehensive analysis of the modern electricity market.

pommesdispatch

A bottom-up fundamental power market model for the German electricity sector.

openCEM

Capacity Expansion Model and Optimiser for the Australian National Energy Market.

NEMO

The National Electricity Market Optimizer is a chronological dispatch model for testing and optimizing different portfolios of conventional and renewable electricity generation technologies.

HAMLET

A modular and extendable open-source toolbox for the development and testing of market designs with a focus on local interactions at the distribution level.

Econobis

The CRM and administration system for energy cooperatives, municipalities and cooperatives.

JulES

A fundamental energy market simulation model for operational planning, that uses TuLiPa as building blocks.

Power TAC

Competitive simulation designed to support the study of retail electric power markets, especially as they relate to managing distributed renewable power sources.

Shyft

A cross-platform framework built around high-performancetime-series storage and analysis, providing the computational foundation for hydrological forecasting and energy-market modelling.

EpexPredictor

Predicts day-ahead electricity prices for various countries in Europe.

OpenNEM

Aims to make the wealth of public Australian Electricity Market data more accessible to a wider audience.

The Public Utility Data Liberation Project

Makes the US' energy data easier to access and use.

Open Data Access Tools

Aims to improve and automate access to high-value energy datasets across the U.S. Department of Energy's programs, offices, and national laboratories, and help researchers and industry to accelerate analysis and advance innovation.

Power Station Dictionary

A power station dictionary that enables mapping between various naming conventions and associated plant metadata.

powerplantmatching

A toolset for cleaning, standardizing and combining multiple power plant databases.

entsoe-py

A Python client for the ENTSO-E API (European Network of Transmission System Operators for Electricity).

pyEIA

An Energy Information Administration API Python client for researchers who need data.

EIA

An R package wrapping the US Energy Information Administration open data API.

eiapy

A simple wrapper for the U.S. Energy Information Administration API.

EIAdata

Provides programmatic access to the Energy Information Administration's API.

PowerGenome

A tool to quickly and easily create inputs for power systems models.

conventional power plants

Contains data on conventional power plants for Germany as well as other selected European countries. The data include individual power plants with their technical characteristics.

Open Power System Data

A list of primary data sources that are helpful for power system modeling of Europe.

time series

Contains scripts that compile time series data of the European power system.

Power grid frequency data base

This data set contains precisely time stamped (GPS referenced) frequency data from several power grids around the world in one second resolution and 1 hour excerpts of raw data.

gridstatus

Provides standardized API to access energy data from the major Independent System Operators in the United States.

ElexonDataPortal

Wrapper for the Balancing Mechanism Reporting Service API to balance power flowing on to and off from the electricity Transmission System in Great Britain.

NYISOToolkit

A collection of modules for accessing power system data, generating statistics, and creating visualizations from the New York Independent System Operator.

Global Power Plant Database

A comprehensive, global and open source database of power plants.

GeoNuclearData

Database with information about Nuclear Power Plants worldwide.

UKgrid

An R data package with the UK National Grid historical demand for electricity between April 2005 and October 2019.

ESIOS

Comprehensive library to access the Spanish electricity market entity in Python.

energy-data

Data on global energy consumption (primary energy, per capita, and growth rates), energy mix, electricity mix and other relevant metrics.

EnergyData.Info

An open data platform from the World Bank Group providing access to datasets and data analytics that are relevant to the energy sector.

The FfE Open Data Portal

Offers an overview of free datasets for modelling energy demand and generation.

open-MaStR

Download and process German energy data from BNetzA database Marktstammdatenregister.

Energy System Technology Data

Compilation of assumptions about energy system technologies such as cost, efficiency and lifetime that can be read by energy system modelling software.

GEEST

Aims to propose a novel methodology and generate a geospatial open-source tool for mapping the enabling environments for women in a country that can inform new energy projects to support the advancement of women's economic empowerment in small island developing states while contributing to closing…

Annual Technology Baseline Calculators

To inform electric and transportation sector analysis in the United States, each year NREL provides a robust set of modeling input assumptions for energy technologies and a diverse set of potential electricity generation futures or modeling scenarios.

ETLocal

Countries, provinces, municipalities, districts and neighborhoods have their own unique questions for their energy systems.

RE4AFAGRI

A multi-model framework to analyse deficits, requirements, and optimal solutions for integrated land-water-agriculture-energy-development nexus interlinkages in developing countries.

eebus-go

Enable your products and services to support the energy management protocol EEBUS, the communication interface that enables energy management relevant devices in buildings to connect and interact with each other and with grid and market operators.

ENERGYDATA.INFO

An open data platform created by the World Bank, providing access to datasets and data analytics that are relevant to the energy sector.

jao-py

Python client for the various endpoints offered by the Joint Allocation Office, Europe's single leading trading platform for cross-border transmission capacity.

TUM-EMT Open Data Collection

The main aim of this repository is to save the time researchers usually need to explore data and accelerate energy research.

MapYourGrid

A starter kit for Electrical Transmission Grid Mapping in OpenStreetMap, combining Osmose and Overpass with JOSM.

CIMpy

Support of the Common Grid Model Exchange Standard (CGMES) specified by the European Network of Transmission System Operators for Electricity (ENTSO-E).

OpenSynth

Contains 10 million synthetic load profiles of trained on over 300M smart meter readings from 20K Octopus Energy UK households sampled between 2021 and 2022.

Weave

Provides aggregated half-hourly domestic electricity consumption data from UK smart meters.

elexonpy

A Python package that provides a convenient interface to the ELEXON API suite, which provides data published by the UK energy data provider as received.

Awesome Grid Model Data

A curated collection of links to hourly or sub-hourly electricity demand data, designed to improve the accessibility and discoverability of datasets for energy system modelers and planners, while enhancing global open data coverage to support a sustainable energy transition.

Energy Access Explorer

The World’s First Digital Public Good to deliver Climate-compatible Energy Transitions for Everyone.

eGRID

A comprehensive source of data from EPA's Clean Air and Power Division (CAPD) on the environmental characteristics of almost all electric power generated in the United State.

Global Renewables Watch

A comprehensive global temporal dataset of commercial solar photovoltaic (PV) farms and onshore wind turbines, derived from high-resolution satellite imagery analyzed quarterly from the fourth quarter of 2017 to the second quarter of 2024.

Rewiring America

Contains structured data about home electrification incentives in the US, and an API server that calculates which incentives a user is eligible for.

POSTED

A public database of techno-economic data on energy and climate-mitigation technologies and a framework for consistent handling of this database.

Prospect Energy

An open source data platform for the energy access sector that allows you to customize data flows coming from ongrid, minigrid and offgrid sources.

PowerIO

Parses power system case files into a typed Network, converts between formats, and builds sparse matrices and graph representations for solver and analysis code.

Digitalization Support Hub

An interactive open source map of digital tools for distributed renewable energy companies, with a wizard that matches businesses to suitable tools.

Energy Policy Simulator

The open-source United States Energy Policy Simulator estimates environmental and economic impacts of hundreds of climate and energy policies.

Open Energy Tracker

An open data platform for monitoring and visualizing energy policy targets.

EMILE

An application to aggregate energy consumption data across several municipal assets and report usage to monitor and manage emissions.

AMIRIS

An agent-based simulation of electricity markets and their actors enabling researchers to analyse and evaluate energy policy instruments and their impact on the actors.

Egret

A Python-based package for electrical grid optimization based on the Pyomo optimization modeling language.

eDisGo

Optimization of flexibility options and grid expansion for distribution grids based on PyPSA.

FlexPlan.jl

An open-source Julia tool for transmission and distribution expansion planning considering storage and demand flexibility.

ExaGO

High-performance power grid optimization for stochastic, security-constrained, and multi-period ACOPF problems.

DISPATCHES

Developed and used to identify and optimize Integrated Energy Systems for operation within the bulk power system via energy market signals.

EMMA

A techno-economic model of the north-west European power market covering France, Benelux, Germany and Poland.

SimBench

The objective of the research project SimBench is the development of a benchmark dataset to support research in grid planning and operation.

GElectrical

A free and opensource electrical system analysis software for LV/MV electrical distribution networks.

GridPACK

An open-source high-performance package for simulation of large-scale electrical grids.

Easy SimAuto

An easy-to-use Power System Analysis Automation Platform atop PowerWorld's Simulator Automation Server.

SIMONA

Provides a simulation toolbox to run and implement large-scale agent-based electricity grid simulations with focus on distribution grids.

Power Grid Model

A library for steady-state distribution power system analysis distributed for Python and C.

ElectricGrid.jl

A time domain electrical energy grid modeling and simulation tool with a focus on the control of power electronics converters.

GridLAB-D

A simulation platform for future electricity distribution power systems.

PowerSimData

Is part of a Python software ecosystem developed by Breakthrough Energy Sciences to carry out power flow study in the U.S. electrical grid.

PowerModels.jl

Designed to enable computational evaluation of emerging power network formulations and algorithms in a common platform.

PowerModelsAnnex.jl

An extension of PowerModels.jl that provides a home for open source sharing of preliminary and/or exploratory methods in power system optimization.

Power Grid Lib

This benchmark library is curated and maintained by the IEEE PES Task Force on Benchmarks for Validation of Emerging Power System Algorithms and is designed to evaluate a well established version of the AC Optimal Power Flow problem.

pypownet

A power network simulator with a Reinforcement Learning-focused usage.

Grid2Op

A testbed platform to model sequential decision making in power systems.

RTS-GMLC

Reliability Test System of the Grid Modernization Lab Consortium.

OpenDSS

An electric power Distribution System Simulator for supporting distributed resource integration and grid modernization efforts.

PowerDynamics.jl

Provides all the tools you need to create a dynamic power grid model and analyze it.

VeraGrid

Aims to be a complete platform for power systems research and simulation.

Backbone

A generic energy network optimization tool written in GAMS.

mosaik

A flexible Smart Grid co-simulation framework.

SmartGridToolbox

Designed to provide an extensible and flexible starting point for developing a wide variety of smart grid simulations and other applications.

OSMoGrid

A java tool to generate life like electrical grid models based on publicly available data, mainly OpenStreetMap and a special focus on low voltage grids.

Open Infrastructure Map

A view of the world's energy and water infrastructure mapped in the OpenStreetMap database.

MicroGridsPy

Provide an open-source alternative to the problem of sizing and dispatch of energy in micro-grids in isolated places.

earth-osm

Provides a Python API and a CLI interface to extract data for various power infrastructure types, such as power lines, substations, and more.

HVDC-Wise lib

Hosts a library of HVDC equipment models for model exchange, based on the IEC CIM/CGMES standard format.

Open Modeling Framework

A set of Python libraries for simulating power systems behavior with an emphasis on cost-benefit analysis of emerging technologies: distributed generation, storage, networked controls, etc.

GridFM

Train, finetune and interact with a foundation model for the electric power grid.

ERAD

Graph based Python library for computing resilience metrics for power distribution systems.

ToOp

Propose new topology strategies to the operators with the goal to lower redispatch costs and carbon emissions.

Open Smart Grid Platform

An open, generic, scalable and independent 'Internet of Things' platform, which enables various connected smart objects in the public space to be easily controlled and monitored.

openleadr

Open Automated Demand Response (OpenADR) is an open and interoperable information exchange model and emerging smart grid standard.

SEAPATH

Aims at developing a reference design and industrial grade open source real-time platform that can run virtualized automation and protection applications for the power grid industry.

InfrastructureSystems.jl

Provides utilities to support data models for infrastructure modeling in NREL-SIIP.

SciGRID

Its intention is to develop methods for the automated generation of models (i.e. maps) of existing electricity grids for research and other purposes.

GreenForce

National energy transmission system operator data hub developing to support change toward decarbonised economies.

OperatorFabric

A modular, extensible, industrial-strength and field-tested platform for use in electricity, water and other utility operations.

energy-sparks

An open source application that is designed to help schools improve their energy efficiency.

offgridders

Models and optimizes capacity & dispatch of electricity supply systems, off-grid or connected to a (weak) central grid.

openmodelica-microgrid-gym

An OpenAI Gym Environment for Microgrids.

APIS

Build a microgrid that utilizes variable renewable energy as the main power source and enhances the resilience of the power system.

python-microgrid

A Python library to generate and simulate a large number of microgrids.

CLOVER

A minigrid simulation and optimisation for supporting rural electrification in developing countries.

Gym-ANM

Design Reinforcement Learning environments that model Active Network Management tasks in electricity distribution networks.

PowerModelsACDC.jl

A a Julia/JuMP/PowerModels package with models for DC lines, meshed DC networks, and AC DC converters.

pyehub

A Python-based, modular and nestable implementation of the Energy Hub model (balancing demand and supply, system capacity sizing and network flows using Mixed-Integer Linear Programming).

Electra

Sovereign Blockchain solution that enables local micro-grid to operate smoothly between trustless actors enabling a real circular economy based on the exchange of electricity units.

Vessim

A co-simulation testbed for energy-aware and carbon-aware applications and systems, based on Mosaik.

VILLASnode

Used in distributed- and co-simulation scenarios and developed for the field of power grid simulation at the EON Energy Research Center in Aachen.

eELib

A Python-based framework for simulating future power systems for prosumer households, focusing on operating strategies for energy management systems.

MicroPowerManager

An open source management tool for decentralised utilities covering customer registration, metering, tariffs, billing and pay-as-you-go revenue collection for mini-grids and solar home systems.

tell

An open-source Python package to model future hourly total electricity loads.

load_forecasting

Load forecasting on Delhi area electric power load using ARIMA, RNN, LSTM and GRU models.

draf

Analysis and decision support framework for local multi-energy hubs focusing on demand response.

OpenSTEF

A Python package which is used to make short term forecasts for the energy sector.

CityLearn

Official reinforcement learning environment for demand response and load shaping.

disaggregator

A set of tools for processing of spatial and temporal disaggregations of demands of electricity, heat and natural gas.

demandlib

With the demandlib you can create power and heat profiles for various sectors by scaling them to your desired demand.

dsgrid

Enables the compilation of high-resolution load datasets suitable for forward-looking power system and other analyses.

MAED

An open-source tool for forecasting annual useful and final energy demands, featuring a module for intra-annual modelling of hourly electricity load profiles.

Electricity Demand Data

A Python-based project focused on collecting, processing, and forecasting hourly electricity demand data.

EnTiSe

Provides a flexible, pipeline- and strategy-based approach to create time series for different applications including HVAC, domestic hot water, electricity, mobility, and occupancy patterns.

Probabilistic Resource Adequacy Suite

The Probabilistic Resource Adequacy Suite (PRAS) is a collection of tools for bulk power system resource adequacy analysis and capacity credit calculation.

PyPSA-Earth

An Open Optimisation Model of the Earth Energy System.

PyPSA-Eur

A Sector-Coupled Open Optimization Model of the European Transmission System.

PyPSA-FES

A model that optimises investment and operation, and incorporates flexibility domestic demand flexibility to model scenarios for Great Britain's future energy system.

pypsa-usa

An open-source power systems model of the bulk transmission systems in the United States.

24/7 CFE

This project explores the means, costs and impacts of 24/7 Carbon-Free Energy procurement in Europe.

TIMES-Ireland Model

Information on the Irish energy system as it is today and the best available projections for what the future technology and fuel options and demands will be.

Euro-Calliope

A model of the European electricity system built using Calliope.

ReEDS

A capacity planning and dispatch model for the North American electricity system.

nempy

Aims to enhance the Australian electricity industries modeling and analytical capabilities.

openENTRANCE

The Horizon 2020 openENTRANCE project aims at developing, using and disseminating an open, transparent and integrated modeling platform for assessing low-carbon transition pathways in Europe.

PyPSA-DE

High resolution, sector-coupled model of the German Energy System.

OSeMBE_ECEMF

Contains the energy future scenarios modelled in OSeMBE as part of the ECEMF project, which brings together energy and climate researchers and policy makers to address the central challenge of our time - how to achieve climate neutrality.

PyPSA-PL

An implementation of the energy modelling framework PyPSA shipped with a use-ready dataset tailored for the Polish energy system.

PyPSA-GB

An open dataset and power dispatch model of the GB transmission network using country-specific data over historical years and for future energy scenarios.

osemosys_global

An open-source, open-data model generator for creating global energy system models.

PyPSA-KZ

Aims to model the Kazakh power system, incorporating a substantial increase in variable generation, such as solar and wind, surpassing the current official mid-term policy goal of 15% of all renewable energy sources in generation by 2030.

PyPSA-Wal

A Sector-Coupled Open Optimisation Model of the Belgian Energy System with Emphasis on the Wallonia Region.

PyPSA-China

A open-source model of the Chinese energy system covering electricity and heat that co-optimizes dispatch and investments under user-set constraints, such as limits to environmental impacts, to minimize costs.

PyPSA-Spain

An extension of PyPSA-Eur to model the Spanish Energy System.

24/7 Carbon Free Energy

The purpose of this project is to study the feasibility, costs, and impacts of 24/7 CFE in the commercial and industrial (C&I) sector in five distinct geographies in Asia.

PyPSA-ASEAN

The first open-source ASEAN-wide cross-sectoral energy system model with high spatial and temporal resolution.

PyPSA-AT

High resolution, sector-coupled model of the Austrian Energy System.

GENeSYSMOD.jl

An open source cross-sectoral energy system model aimed at long-term developments of the energy system.

OPEN

The framework combines distributed energy resource modelling (e.g. for PV generation sources, battery energy storage systems, electric vehicles), energy market modelling, power flow simulation and multi-period optimisation for scheduling flexible energy resources.

SESMG

An energy system model generator with the focus on the optimization of urban energy systems.

optihood

A Python-based framework to optimize the investment in alternative energy technologies as well as the operation of available energy resources for decentralized energy networks on a neighbourhood-scale.

HOPP

Assesses optimal designs for the deployment of utility-scale hybrid energy plants, particularly considering wind, solar and storage.

REISE.jl

Renewable Energy Integration Simulation Engine.

PowerGAMA

A lightweight simulation tool for high level analyses of renewable energy integration in large power systems.

reV

Enables the efficient and scalable computation of renewable energy generation, levelized cost of energy, application of geospatial exclusion layers, and generation of renewable energy supply curves.

pyGRETA

Python Generator of REnewable Time series and mAps: a tool that generates high-resolution potential maps and time series for user-defined regions within the globe.

RESKit

A toolkit to help generate renewable energy generation time series for energy systems analysis.

switch-model

Optimal planning model for power systems with large shares of renewable energy.

reVX

Renewable Energy Potential(V) eXchange Toot.

dieter_py

An open source power sector optimization model that has been developed to investigate the role of electricity storage and sector coupling options in future scenarios with high shares of renewable energy sources.

REVUB

The main objective is to model how flexible operation of hydropower plants can help renewable electricity mixes with variable solar and wind power to provide reliable electricity supply and load-following services.

GlobalEnergyGIS

Generates input data for energy models on renewable energy in arbitrary world regions using public datasets.

renewable power plant

Contains scripts to create lists of renewable power plants in Germany, Denmark, France and Poland, and daily time series of cumulated installed capacity per energy source type for Germany.

sup3r

The Super Resolution for Renewable Resource Data software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.

atlite

Light-weight version of Aarhus RE Atlas for converting weather data to power systems data.

REHO

A decision support tool for sustainable urban energy system planning.

REVOL-E-TION

An energy system model toolbox designed to optimize integration of electric vehicle fleets into local energy systems such as mini- and microgrids, company sites, apartment blocks or single homes and estimate the resulting technoeconomic potentials in terms of costs and revenues within the energy.

GermanRenewableEnergy

Calculates renewable energy power for all German solar panels and wind turbines.

MTRESS

Facilitates the creation of energy system optimisation models for individual residential and commercial buildings, as well as for neighbourhoods and entire industrial properties.

OnStove

Calculates the net-benefits of different stove options in a given geography and compares all stoves to one another with regards to their net-benefit.

LAVA

A tool to calculate the available area in a user defined study region for building renewable energy generators like utility-scale ground-mounted solar PV and wind onshore.

MESSpy

Has been developed to perform techno-economic assesment of Renewable Energy Communities, but can also be used to study single-standing buildings and hydrogen-integrated energy systems.

scout

A tool for estimating the future energy use, carbon emissions, and capital and operating cost impacts of energy efficiency and demand flexibility technologies in the U.S. residential and commercial building sectors.

BOPTEST

The Building Optimization Testing (BOPTEST) Framework enables the assessment and benchmarking of control algorithms for building energy management.

BOPTEST-Gym

The OpenAI-Gym interface of the BOPTEST framework facilitates the assessment and benchmarking of RL algorithms for building energy management.

HPXML to Home Energy Score Translator

This translator script takes an HPXML file or directory of files as an input and generates HEScore inputs from it.

LoadProfileGenerator

A program for generating load curves for residential consumers. Agent-based and extremely detailed.

The-building-data-genome-project

A collection of non-residential buildings for performance analysis and algorithm benchmarking.

EnergyPlus

A whole building energy simulation program that engineers, architects, and researchers use to model both energy consumption and water usage in buildings.

OpenStudio

A cross-platform collection of software tools to support whole building energy modeling using EnergyPlus and advanced daylight analysis using Radiance.

BEMServer

An open source Python server to deploy energy management solutions for buildings.

SEED

Standard Energy Efficiency Data Platform™ is a web-based application that helps organizations easily manage data on the energy performance of large groups of buildings.

HPWHsim

An open source simulation model for Heat Pump Water Heaters (HPWH).

OpenStudio-ERI

Calculates an Energy Rating Index (ERI) via an OpenStudio/EnergyPlus-based workflow. Building information is provided through an HPXML file.

OpenStudio-HPXML

Modeling of residential buildings in EnergyPlus using OpenStudio/HPXML.

AixLib

A Modelica model library for building performance simulations.

TEASER

Tool for Energy Analysis and Simulation for Efficient Retrofit.

pyCity

A Python package for data handling and scenario generation of city districts and urban energy systems.

IDEAS

A Modelica model library for integrated building or district energy simulations.

tespy

Provides a powerful simulation toolkit for thermal engineering plants such as power plants, district heating systems or heat pumps.

RC_BuildingSimulator

A Resistance Capacitance Model for an Energetic Simulation of a Building.

City Energy Analyst

Helps you to analyze the effects of building retrofits, land-use planning, district heating and cooling and renewable energy on the future costs, emissions and energy consumption of neighborhoods and districts.

Modelica Buildings library

A free and open source library with dynamic simulation models for building energy and control systems.

NYCBuildingEnergyUse

Predict the emission of greenhouse gases from buildings by looking at their age, and water consumption as well as other energy consumption metrics.

Hotmaps

The open source mapping and planning tool for heating and cooling.

BuildSysPro

EDF's Modelica library for buildings, districts and energy systems modeling.

MPCPy

The Python-based open source platform for model predictive control in buildings.

obc

Performance Evaluation, Specification, Deployment and Verification of Building Control Sequences.

Energy Signature Analyser

A toolbox to analyze energy signatures of buildings and compare the signatures of all buildings within an entire building stock.

BuildingSystems

The Modelica open source BuildingSystems library is developed for dynamic simulation of the energetic behavior of single rooms, buildings and whole districts.

modelica-ibpsa

A Modelica library for building and district energy systems developed within IBPSA Project 1.

teb

A library to calculate the urban surface energy balance at neighborhood scale assuming a simplified canyon geometry.

tsib

A Python package that builds up on different databases and models for creating consistent demand and production time series of residential buildings.

DHNx

This package provides an open toolbox for district heating and cooling network optimization and simulation models.

The Building Data Genome 2 Data-Set

Whole building non-residential hourly energy meter data from the Great Energy Predictor III competition.

BESOS

A collection of modules for the simulation and optimization of buildings and urban energy systems.

pythermalcomfort

Package to calculate several thermal comfort indices (e.g. PMV, PPD, SET, adaptive) and convert physical variables.

comfort_tool

A web interface for comfort model calculations and visualizations according to ASHRAE Standard-55, EN Standard 16798 and ISO Standard 7730.

resstock

Helping states, municipalities, utilities, and manufacturers identify which building stock improvements save the most energy and money.

DSMR-reader

Used for reading the smart meter DSMR (Dutch Smart Meter Requirements) P1 port yourself at your home.

Multiscale Solar Water Heating

Solar water heating system modeling and simulation for individual and community scale projects.

eplusr

Provides a rich toolkit of using whole building energy simulation program EnergyPlus directly in R, which enables programmatic navigation, modification of EnergyPlus, conducts parametric simulations and retrieves outputs.

Brick

An open-source effort to standardize semantic descriptions of the physical, logical and virtual assets in buildings and the relationships between them.

BETTER

Building Efficiency Targeting Tool for Energy Retrofits.

NILM

Non-Intrusive Load Monitoring is the process of estimating the energy consumed by individual appliances given just a whole-house power meter reading.

volkszaehler.org

A free smart meter implementation with focus on data privacy.

ModBus Measurement Daemon

A daemon for collecting measurement data from smart meters and grid inverters over modbus.

HiSim

Simulation and analysis of household scenarios using modern components as alternative to fossil fuel based ones.

hplib

Database with efficiency parameters from public Heatpump Keymark datasets as well as parameter-sets and functions in order to simulate heat pumps.

Thermofeel

A library to calculate human thermal comfort indexes.

CBE Clima Tool

A web-based application built to support the need of architects and engineers interested in climate-adapted design.

Kiva

Used to calculate heat loss and gain on a timestep basis from building foundations.

Macquette

A whole house energy assessment tool, which models a building to produce a report to help householders under how their home performs now in terms of energy use and how it might be improved.

Urban Multi-scale Environmental Predictor

A climate service tool, designed for researchers and service providers presented as a plugin for QGIS.

PointER

A LiDAR-Derived Point Cloud Dataset of One Million English Buildings Linked to Energy Characteristics.

predyce

Is the natural evolution of the conventional Energy Performance Certification into real time optimization of building performance and comfort, by capturing the building's dynamic behaviour, and at the same time providing transparent feedback, through an intuitive interface.

EUReCA

Provides an efficient and reliable Urban Building Energy Modeling platform, entirely developed in Python, aiming at simulating and predicting cities and urban areas energy consumption.

ebcpy

Provides generic functions and classes commonly used for the analysis and optimization of energy systems, buildings and indoor climate.

nmecr

Builds upon the energy efficiency community's past efforts to model complex and nuanced building energy use profiles.

SAM

An open-source software designed to help engineers create analytical models of energy-efficient buildings.

Meirim

A open-source smart city application that facilitates transparency in urban planning.

Better Thermostat

This custom component for Home Assistant will add crucial features to your climate-controlling Thermostatic Radiator Valves to save you the work of creating automations to make it smart.

A Carbon Tool

An open source web application that enables users to estimate embodied carbon equivalent content from Building Information Models.

CarboLifeCalc

An embodied carbon calculator for the built environment.

HeatpumpMonitor.org

An open source initiative to share and compare heat pump performance data.

Sinergym

Gym environment for building simulation and control using reinforcement learning.

pyBuildingEnergy

Provides an assessment of building performance through a methodology that must take into account various aspects such as the thermal characteristics of the building, the use of renewable energy sources, building automation and control systems.

Dynamic ISO Building Simulator

A simulation program for calculating the space heating, occupancy hot water, cooling and electricity demand of German non-residential buildings.

Home Energy Assessment Database

Documentation, conversions, and data supporting Climate Cooperative's home energy audit and calculation tools.

GridWorks SpaceHeat SCADA

Intended for running a heat pump thermal storage space heating system in a house, and doing this transactively.

ComStock

National scale modeling of the U.S. commercial building stock supported by U.S. DOE, LADWP, and others and maintained by NREL.

HeatPro

Finds its roots in the need of using representative heating load curve for the simulation and optimization of various District Heating Network (DHN) production plant.

Home Energy Analysis Tool

Provide an app that helps residential energy coaches or advocates, and some homeowners, estimate a home's heating requirements (heat load) and assess whether proposed heat pumps have sufficient heating capacity for the home.

Versatile Thermostat

A full featured Thermostat for Home Assistant: presets, window, motion, presence and overpowering management.

OCHRE

Building energy modeling (BEM) tool designed to model flexible loads in residential buildings.

ConStrain

A data-driven knowledge-integrated framework that automatically verifies that building system controls function as intended.

DistrictGenerator

An open-source, Python-based tool that provides urban planners, energy suppliers, and related professionals with essential insights into energy demands, enabling effective neighborhood energy system design and supply harmonization.

MyEMS

Suitable for collecting, analyzing, and reporting energy and carbon emissions such as electricity, water, gas, cooling, and heating in buildings.

BOxCrete

An open-source Bayesian optimization framework for probabilistic strength curve prediction and sustainable mix design of concrete.

URBANopt CLI

An EnergyPlus- and OpenStudio-based simulation platform for district, campus, and neighborhood-scale energy modeling, including thermal and electrical analysis.

stplanr

A package for sustainable transport planning with R.

CO2MPAS-TA

CO2MPAS is backward-looking longitudinal-dynamics CO2 and fuel-consumption simulator for light-duty vehicles.

GEARSHIFT

Generate WLTC gear-shifts based on vehicle characteristics.

ocpp

Python implementation of the Open Charge Point Protocol.

MaaS Global

Mobility as a Service API - data model, tests and validation.

CoopCycle

A self-hosted platform to order meals in your neighborhood and get them delivered by bike couriers.

EVNotify

Allows you to monitor your electric vehicle and lets you notify when the specified preset state of charge has been achieved.

icare

An open source carpooling platform used as a basis for our commercial product Company Carpool.

Carpoolear

The first Argentine Facebook app that allows the users of this social network to share car trips with other users.

UTD19

Largest multi-city traffic dataset publicly available.

OpenEVSE

Firmware for OpenEVSE: Open Source Hardware J1772 Electric Vehicle Supply Equipment.

OpenEVSE WiFi gateway

Uses an ESP8266 (ESP-12) which communicates with the OpenEVSE controller via serial utilizing the existing RAPI API serial interface.

DeepMove

Predicting Human Mobility with Attentional Recurrent Networks.

mobility-data-specification

A data standard to enable communication between mobility companies and local governments.

OpenConcept

A toolkit for conceptual MDAO of aircraft with unconventional propulsion architectures.

Open Charge Map

The global public registry of electric vehicle charging locations.

EVCC

An extensible EV Charge Controller with PV integration implemented in Go.

SteVe

Provides basic functions for the administration of charge points, user data and RFID cards for user authentication and was tested successfully in operation.

RISE-V2G

The only fully-featured reference implementation of the Vehicle-2-Grid communication interface ISO 15118.

simobility

A human-friendly Python framework that helps scientists and engineers to prototype and compare fleet optimization algorithms (autonomous and human-driven vehicles).

MobiVoc

An open vocabulary for future-oriented mobility solutions.

Transportr

The public transport companion that respects your privacy and your freedom.

OneBusAway

The Open Source platform for Real Time Transit Info.

node-gtfs

Import GTFS transit data into SQLite and query routes, stops, times, fares and more.

Public Transport Enabler

Unleash public transport data in your Java project.

osm2gtfs

Turn OpenStreetMap data and schedule information into GTFS.

Quetzal

A modeling library designed for transport planning and traffic forecasts.

quetzal_germany

A four step transport model for Germany using the quetzal transport modeling suite.

OpenMobility

Driving the Evolution and Broad Adoption of Open Source Mobility Modeling and Simulation Technologies.

NoiseModelling

A free and open source model to compute noise maps.

NoiseCapture

Android App dedicated to the measurement of environmental noise.

CyclOSM

A CartoCSS map style designed with cycling in mind.

Gym Electric Motor

An OpenAI Gym Environment for Electric Motors.

BEAM

The Framework for Modeling Behavior, Energy, Autonomy, and Mobility in Transportation Systems.

WoBike

Public transport and multimodal routing apps could benefit from showing nearby bikes from bikesharing services. So here's a list showing the APIs of a few of these platforms.

pybikes

Provides a set of tools to scrape bike sharing data from different websites and APIs, thus providing a coherent and generalized set of classes and methods to access this sort of information.

ChargyDesktopApp

Chargy is a transparency software for secure and transparent e-mobility charging processes, as defined by the German 'Eichrecht'.

WWCP_OCPP

Connectivity between the World Wide Charging Protocol (WWCP) and the Open Charge Point Protocol (OCPP v1.6/v2.0).

WWCP_Core

The World Wide Charging Protocol Suite is a collection of protocols in order to connect market actors in the field of e-mobility solutions via scalable and secure Internet protocols.

openv2g

The objective to start this project is primarily to support the ISO and IEC standardization process to specify the so called 'Vehicle 2 Grid Communication Interface' (V2G CI) which became the ISO IEC 15118 specification by now.

RAMP-mobility

A novel application of the RAMP main engine for generating bottom-up stochastic electric vehicles load profiles.

PCT

The goal is to increase the accessibility and reproducibility of the data produced by the Propensity to Cycle Tool (PCT).

goat

A tool capable of modeling walking and cycling accessibility.

gtfs-router

An R package for routing with GTFS (General Transit Feed Specification) data.

CityFlow

A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario.

Complete_Street_Rule

An ArcGIS CityEngine scenario oriented design tool intended to enable users to quickly create procedural generated multimodal streets.

tesla_powerwall

Python Tesla Powerwall API for consuming a local endpoint.

Vehicle Energy Dataset

A large-scale dataset for vehicle energy consumption research.

gbfs

Documentation for the General Bikeshare Feed Specification, a standardized data feed for shared mobility system availability.

Bike Index

Bike registration that works: online, powerful, free.

go-ocpp

v1.5 and v1.6 Open Charge Point Protocol implementation in Golang.

EVMap

Android app to access the goingelectric.de electric vehicle charging station directory.

emobility-smart-charging

Smart charging algorithms with REST API for electric vehicle fleets.

open-ev-data

Open Dataset of Electric Vehicle specs.

BikeshareClient

Dotnet library for integrating with GBFS bikeshare systems.

Growing Urban Bicycle Networks

Source code for the paper Growing Urban Bicycle Networks, exploring algorithmically the limitations of urban bicycle network growth.

A/B Street

A traffic simulation game exploring how small changes to roads affect cyclists, transit users, pedestrians, and drivers.

enviroCar

An Android App for collecting car sensor data for the enviroCar platform.

EVerest

An open source software stack for EV charging infrastructure from firmware to cloud: OCPP, ISO 15118, SunSpec, Modbus, energy management and load balancing and an entire flexible middle-ware framework based on MQTT. Part of the Linux Foundation Energy ecosystem.

Streetmix

Makes it easy for people to design public spaces together.

3Dstreet

Creates 3D visualizations of your 2D Streetmix.net streets.

Transitland

An open data platform that collects GTFS, GTFS Realtime, and other open data feeds from transit providers around the world.

cyclestreets

The goal of cyclestreets is to provide a simple R interface to the CycleStreets routing service.

Transportation Fuels Reporting System

An online application for fuel suppliers to manage their compliance obligations under the Greenhouse Gas Reduction.

EV Footprint

A simulation of the true impact on climate and CO2 emissions of an electric car vs a traditional gasoline car.

Mobility

An open-source solution to compute the carbon emissions due to the mobility of a local population.

SpiceEV

Simulation Program for Individual Charging Events of Electric Vehicles.

EV Fleet Simulator

Predict the energy usage of a fleet of electric vehicles.

motulator

Simulation models for an induction motor, a synchronous reluctance motor, and a permanent-magnet synchronous motor.

ALTRIOS

Fully integrated, open-source software tool to evaluate strategies for deploying advanced locomotive technologies and associated infrastructure for cost-effective decarbonization.

lowtrip

A web app to compute travel CO2eq for different means of transport worldwide.

Global Healthy and Sustainable Cities Indicators

An open-source tool for calculating spatial indicators for healthy, sustainable cities worldwide using open or custom data.

EV-EcoSim

A grid-aware co-simulation platform for the design and optimization of EV Charging Infrastructure.

e-mission

Enables people to track their travel modes—by car, bus, bike or walking and measure their associated energy use and carbon footprint.

CoachCO2

Aims to raise user awareness about their carbon footprint, notably based on their transport data.

Tilda

Provides access to bicycle infrastructure data from OpenStreetMap for administrative staff.

EV2Gym

A V2G Simulation Environment for large scale EV charging optimization.

Tools for the iTEM databases

Contains tools for two databases maintained by iTEM, the International Transport Energy Modeling consortium.

Cartes

A French alternative to Google Maps that aims to focus on climate-friendly transports mode.

accessibility

Given a pre-computed travel cost matrix and a land use dataset (containing the location of jobs, healthcare and population, for example), the package allows one to calculate accessibility levels and accessibility poverty and inequality.

Geo-TIDE-backend

Produce and interactively visualize publicly available geospatial data to support trucking fleets in navigating the transition to alternative energy carriers.

OpenTripPlanner

An open source multi-modal trip planner, focusing on travel by scheduled public transportation in combination with bicycling, walking, and mobility services including bike share and ride hailing.

ChaProEV

This repository contains the Charging Profiles of Electric Vehicles model.

venco.py

A data processing tool offering demand and flexibility profiles for future electric vehicle fleets in an aggregated manner.

nammayatri

A Direct-to-Driver open mobility platform powering the next-generation of mobility applications in India.

biclaR

A tool for the design and assessment of different scenarios of the cycling network models in the Lisbon metropolitan area.

ha-evcc

Home Assistant integration for evcc optimized charging of electric vehicles, connecting your EV charger with your PV system.

btp-ai-sustainability-bootcamp

Showcasing SAP partners how to add Intelligence and Sustainability into your industry cloud solutions on SAP Business Technology Platform.

AMO-Tools-Desktop

An energy efficiency calculation application for use with industrial equipment such as pumps, furnaces, fans, and motors, as well as for industrial systems such as steam.

Industry Energy Tool

A calculator developed by NREL for projecting energy efficiency and fuel switching scenarios for the U.S. industrial sector energy use and emissions at the Census Region and county-level.

CalTRACK

Methods are developed in an open and transparent stakeholder process that uses empirical testing to define replicable methods for calculating normalized metered energy consumption using either monthly or interval data from an existing conditions baseline.

OpenModelica

An open source Modelica-based modeling and simulation environment intended for industrial and academic usage.

Eco-CI

Estimating the energy consumption of CI / CD pipelines on GitHub and GitLab.

Green Metrics Tool

An open source suite to measure, display and compare software energy and CO2 consumption for containerized software. External power meters as well as RAPL and also ML-estimation models are supported.

Scaphandre

An open source software agent to track energy consumption of ICT services from the servers.

Tracarbon

Tracarbon tracks your device's energy consumption and calculates your carbon emissions using your location.

H2020 CATALYST

Converting data centres in energy flexibility ecosystems.

Energy-Languages

The complete set of tools for energy consumption analysis of programming languages, using Computer Language Benchmark Game.

energyusage

A Python package that measures the environmental impact of computation.

CPU Energy Meter

A Linux tool that allows to monitor power consumption of Intel CPUs at fine time intervals.

PowerAPI

A middleware toolkit for building software-defined power meters.

GreenFrame

A tool to measure the carbon footprint of a user scenario on a given website application. GreenFrame is able to measure CPU, memory and network usage of Docker or Kubernetes containers. By measuring resource consumption of dockerized E2E tests, GreenFrame allows to compare the consumption of an…

patch-node

The road to global carbon-neutrality will be through programmatic compensation.

co2.js

A npm module for accessing the green web API, and estimating the carbon emissions from using digital services.

nvidia-co2

Adds gCO2eq emissions to nvidia-smi.

The Low Impact Website

Reduces data transfer by up to 70% in comparison to our regular website.

Cloud Carbon Footprint

A tool to estimate energy use (kilowatt-hours) and carbon emissions (metric tons CO2e) from public cloud usage.

pyJoules

A software toolkit to measure the energy footprint of a host machine along the execution of a piece of Python code.

Carbon free energy for Google Cloud regions

Contains sustainability characteristics of Google Cloud regions in a machine readable format.

FEEP

Improve the energy efficiency of free and open source software.

LEAF

Simulator for modeling energy consumption in cloud, fog, and edge computing environments.

ethereum-nft-activity

Estimate the total emissions for popular CryptoArt platforms.

kube-green

A Kubernetes operator to reduce CO2 footprint of your clusters.

Kepler

Uses eBPF to probe energy related system stats and exports as Prometheus metrics.

Software Carbon Intensity Specification

A specification that describes how to calculate a carbon intensity for software applications.

Principles of Green Software Engineering

Are a core set of competencies needed to define, build and run sustainable software applications.

grid-intensity-go

A tool written in go to help you factor carbon intensity into decisions about where and when to run computing jobs.

Eco2AI

A Python library which accumulates statistics about power consumption and CO2 emission during running code.

impact

Compute your ML model's emissions with our calculator and add the results to your paper with our generated LaTeX template.

CodeCarbon

Track emissions from Compute and recommend ways to reduce their impact on the environment.

experiment-impact-tracker

Meant to be a simple drop-in method to track energy usage, carbon emissions, and compute utilization of your system.

Environmental Footprint Data

Aims to reference as much data as possible to help organizations to evaluate the environmental footprint of their information systems, applications and digital services.

Carbonalyser

Allows to visualize the electricity consumption and greenhouse gases emissions that your Internet browsing leads to.

carbontracker

Track and predict the energy consumption and carbon footprint of training deep learning models.

green-ai

The Green AI Standard aims to develop a standard and raise awareness for best environmental practices in AI research and development.

Carbon Aware SDK

Helps you build the carbon aware software solutions with the intelligence to use the greenest energy sources.

ecoCode

Reduce the environmental footprint of your programs with this cutting-edge SonarQube plugin.

PowerJoular

Allows monitoring power consumption of multiple platforms and processes.

Green Algorithms

Aims at promoting more environmentally sustainable computational science.

Camunda Carbon Reductor

Allows you to time shift your processes' carbon emissions when energy is clean while still fulfilling the requested service level agreement.

Quell

The Content Management Software that combats climate change stopping web carbon production in its tracks.

Ecoindex browser plugin

This tool provides an easy way to analyze websites with Ecoindex from your local browser.

Zeus

A Framework for Deep Learning Energy Measurement and Optimization.

perun

Calculates the energy consumption of Python scripts by sampling usage statistics from your hardware components.

Web Sustainability Guidelines

The draft specification for our Web Sustainability Guidelines and any supplementary documentation, including our introduction to Web Sustainability.

GEOPM

Serves as a framework for investigating energy and power optimizations geared towards heterogeneous high performance computing platforms.

EcoSonar

Enabling development teams to consider the environmental impact of digital technology during development and to promote knowledge of best eco-design and accessibility practices.

Carbon Tools

A set of CO2 footprint tools to measure the impact of the code we ship.

CNCF Green Reviews WG

Project Repository for the WG Green Reviews which is part of the CNCF TAG Environmental Sustainability.

HBERT

A open source Revit plug in that measure the embodied carbons of materials applied within a Revit model.

BoaviztAPI

API to expose the BOAVIZTA reference data and methodologies to allow full life cycle / multi-criteria environmental impact assessments of software.

CloudScanner

Get Boavizta impact data for your AWS cloud account usage.

Impact Framework

Model, Measure, simulate and monitor the environmental impacts of software.

Sustainability Scanner

An open source tool that helps you create a more sustainable infrastructure on AWS by evaluating it against a set of sustainability best practices and generating a report with a sustainability score and suggested improvements to apply to your template.

EcoLogits

Tracks the energy consumption and environmental impacts of using generative AI models through APIs.

E-footprint model

A toolkit for exhaustively modeling the environmental impact of digital services.

carbonifer

Transforms your cloud infrastructure into a carbon-aware cloud by estimating the footprint of Terraform files and real-time measurement of the current carbon emissions of your infrastructure deployed in the cloud.

WordPress Sustainability Handbook

We seek to embed sustainable practices into WordPress to ensure the longevity of the project.

impactco2

Comparing the CO₂e consumption of various equivalent products.

Power Monitor

An application that measures and reports the power consumption of a Mac, giving you real-time insight into your device's energy consumption and carbon footprint based on your location.

Energy Efficiency in Programming Languages

Provides a benchmarking tool to measure energy efficiency across various programming languages using Docker.

ALUMET

A modular tool that measures energy consumption and performance metrics of CPU and GPU.

carbon.txt

Syntax and specification for the carbon.txt project.

offgridai

This is a cost calculator for a datacenter powered by solar, batteries, and gas generation.

AI Wattch

Chrome browser extension to measure ChatGPT carbon emissions during conversations.

Spruce

Enrichment pipeline for CUR / FOCUS reports which adds energy and carbon data allowing to report and reduce the impact of the your cloud usage.

wlc-scenario-explorer

A open source tool that enables selection, comparison, and analysis of various combinations of carbon reduction and/or removal strategies that could be applied across building stocks to affect whole life cycle impacts from buildings and construction.

nf-co2footprint

Estimates the energy consumption for each pipeline task based on the Nextflow resource usage metrics and information about the power consumption of the underlying compute system.

EECO

A package for calculating electricity-related emissions and costs for optimization problem formulation and other computational analyses.

Cloud Assess

An open-source tool to automate the assessment of the environmental impacts of cloud services.

claude-carbon

Tracks the carbon footprint of Claude Code agent sessions with a live CO2 status line, per-model reports and shareable report cards.

Farmbot

Humanity's open-source CNC farming machine.

OBIA4RTM

Aims for plant parameter retrieval - relevant in smart farming applications - by using radiative transfer models and object-based image analysis that directly addresses actual user needs and policy demands in a highly efficient, flexible and scalable way.

DSSAT Cropping System Model

Has been used for many applications ranging from on-farm and precision management to regional assessments of the impact of climate variability and climate change.

MAgPIE

Model of Agricultural Production and its Impact on the Environment.

OBI

The Open-Bodem-Index-Calculator is a tool that evaluates the soil of agricultural fields based on four main criteria: chemical, physical, biological and management.

Cycles

A daily time-step agroecosystem model that simulates the biophysical processes and management practices occurring within cropping systems and other land uses.

ApsimX

An agricultural modeling framework used extensively worldwide.

Resilience Atlas

An interactive analytical tool for building understanding of the extent and severity of some of the key stressors and shocks that are affecting rural livelihoods, production systems, and ecosystems in the Sahel, Horn of Africa and South and Southeast Asia.

monica

A dynamic, process-based simulation model which describes transport and bio-chemical turn-over of carbon, nitrogen and water in agro-ecosystems.

OpenFarm

A free and open database and web application for farming and gardening knowledge.

Agridat

An extensive collection of datasets from agricultural experiments.

Karrot

Web application for organization of foodsaving groups worldwide.

openfoodnetwork

An online marketplace for local food. It enables a network of independent online food stores that connects farmers and food hubs with individuals and local businesses.

powerplant

Provides intelligent planting suggestions which maximize positive crop interaction for the mutual benefit of all your crops.

Trefle

A botanical JSON REST API for plants species, allowing you to search and query over all the registered species, and build the next gardening apps and farming robots.

HappyPlants

Creating your own plant database in a visual way.

dormancyR

Provide alternatives to common chill models used in horticulture to compute chill metrics in deciduous fruit tree orchards as well as functions to handle weather data.

seedr

An R package that provides functions to fit hydro and thermal time germination models.

plantFEM

A plant simulator based on Finite Element Method, which targets crops in fields. This software provides multi-physical simulations of agriculture for canopies, plants, and organs for farmers, breeders, and agronomists.

openfoodfacts-server

Open Food Facts is a collaborative, free and open database of food products from around the world.

ramlegacy

A compilation of stock assessment results for commercially exploited marine populations from around the world.

Growstuff

Open source and open data platform that can predict when your plantings will be ready to harvest.

FarmOS

Open source web-based application for farm management, planning, and record keeping.

Is-Vegan

Helps you to find out which food ingredients are vegan / non-vegan.

AgroMo

An Integrated Assessment and Modelling software that integrates a crop, biogeochemical and a agro-economical model.

CropHarvest

Collects data from a variety of agricultural land use datasets and remote sensing products.

BreizhCrops

A Satellite Time Series Dataset for Crop Type Identification.

Veganify

A multilingual Progressive Web App, which scans the EAN or UPC codes of over 3.000.000 food- or non-food-products and simply tells you if it they're vegan or not.

Sentinels for Common Agriculture Policy

Aims at providing to the European and national stakeholders validated algorithms, products, workflows and best practices for agriculture monitoring relevant for the management.

EuroCrops

A dataset collection combining all publicly available self-declared crop reporting datasets from countries of the European Union.

FarmVibes.AI

Can develop rich geospatial insights for agriculture and sustainability.

agrolib

A set of libraries for agrometeorological modeling and climate analysis.

FIELDimageR

A Tool to Analyze Images From Agricultural Field Trials and Lab in R.

AquaCrop

A free open-source tool for assessing climate and water impacts on agriculture.

PCSE

A framework developed for implementing crop simulation models developed in Wageningen.

climatrends

Provides methods to compute precipitation and temperature indices for climate models in ecology.

Agroecology-Map

A technological platform that allows the mapping and exchange of Agroecological and Agroforestry experiences.

osiris

A R package to process climate impacts on agricultural yields for the Global Change Analysis Model.

PoPS

This is the R package for simulating spread of pests and pathogens.

DiCRA

Provides open access to key geospatial datasets pertinent to climate resilient agriculture.

OpenOlitor

Administration platform for Community Supported Agriculture and for direct selling farming projects based on a subscription model.

Grimgrains

A Plant-based cooking website.

extractOz

Extract the Global Runoff Data Centre agroecological zone, major soil order and weather data from your GPS sampling points.

PyAEZ

A Python package consisted of many algorithms related to Agro-ecological zoning (AEZ) framework.

CRITERIA3D

Includes a numerical solution for three-dimensional water and heat flow in the soil, coupled surface and subsurface flow, meteorological data interpolation, radiation budget, crop development and crop water uptake.

CRITERIA1D

Agro-hydrological model that simulates one-dimensional water flow in variable saturation soils, crop development, root water extraction and irrigation water needs.

S4A

A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning.

LiteFarm

A platform joining farmers and scientists togethehttps://github.com/open-energy-transition/solver-benchmarkr for participatory assessment of social, environmental and economic outputs of farming systems.

biotrade

Analyses international trade of bio-based products with a focus on the agriculture and forestry sectors.

PyETo

A Python library for calculating reference crop evapotranspiration, sometimes referred to as potential evapotranspiration.

DynACof

Process-based model computes plot-scale Net Primary Productivity, carbon allocation, growth, yield, energy, and water balance of coffee plantations according to management.

WorldCereal

An efficient, agile and robust EO based system for timely global crop monitoring at field scale.

AgML

Provides access to public agricultural datasets for common agricultural deep learning tasks, with standard benchmarks and pretrained models, as well the ability to generate synthetic data and annotations.

Broccoli

A free eco-friendly recipe app for building your recipe collection, distraction free cooking and seasonal ingredients.

epicrop

Simulation modelling of crop diseases using a Susceptible-Exposed-Infectious-Removed (SEIR) model in R.

rnassqs

Allows users to access the USDA's National Agricultural Statistics Service Quick Stats data through their API.

foodsharing

A platform and initiative against food waste.

Cover Crop Species Selector

Used to help farmers select a cover crop that fits their goals and constraints.

AgIsoStack-plus-plus

ISO-11783 stack for smart agricultural machinery communication.

Teikei

A web application and API that maps out community-supported agriculture in Germany, Switzerland, and Austria, based on crowdsourced data.

PyCrop2ML

A free, open-source library for defining and sharing CropML models used to represent the various biological processes involved in crop models.

Cropbox.jl

Provides a domain specific language for developing crop models.

MAIZSIM

A mechanistic model of maize growth, development and yield.

Carob

Create reproducible workflows that reshape primary agricultural research data from experiments and surveys into a standard format, and to aggregate individual data sets into larger collections that can be used in further research.

ALLFED Integrated Food System Model

An integrated food supply model for resilient foods in nuclear winter.

fiboa

The Field Boundaries for Agriculture project is focused on making field boundary data openly available in a unified format on a global scale.

AgML

Aspires to identify key research gaps and opportunities at the intersection of agricultural modelling and machine learning research and support enhanced collaboration and engagement between experts in these disciplines.

Petari

An initiative by an organization aiming to redistribute excess food from various events to those in need.

Food Expiration Dates

This simple app helps you avoid forgetting to consume foods that are about to expire.

The Farmer Journal

A farm management software for the hobbyist and smallholder farmer.

HarvestStat

Contains cleaned and harmonized subnational global crop production data from various sources, including the Famine Early Warning Systems Network (FEWS NET) of the United States Agency for International Development (USAID) and the Food and Agriculture Organization (FAO).

CSA Admin

Offers you a wide range of features specifically developed for the needs of Community Supported Agriculture.

Land Griffon

Empowers companies to measure, manage, and transform agricultural supply chain impacts using an open scientific methodology.

Fields of The World

A comprehensive benchmark dataset designed to enhance the development of machine learning models for instance segmentation of agricultural field boundaries.

EuroCropsML

A pre-processed and ready-to-use machine learning dataset for crop type classification of agricultural parcels in Europe.

street2sat

A framework for obtaining large data sets of geo-referenced crop type labels obtained from vehicle mounted cameras that can be extended to other applications.

PASTIS

A benchmark dataset for panoptic and semantic segmentation of agricultural parcels from satellite time series.

XPalm

A process-based model for simulating oil palm (Elaeis guineensis) growth and development.

Lychen

An environmental and agricultural symbiosis platform aiming to connect diverse actors across the local territory.

QBMS

This R package assists breeders in linking data systems with their analytic pipelines, a crucial step in digitizing breeding processes.

Brinjel

Crop planning and recordkeeping software for and by market gardeners.

Holos

A whole-farm model and software program that estimates greenhouse gas emissions based on information entered for individual farms.

Landbruget.dk

Organizes data from 18+ Danish government sources into a single, queryable platform to collect, clean, and publish agricultural, environmental, and regulatory data so that journalists, researchers, and citizens can hold the industry accountable.

Open Traceability

Open source Seafood traceability libraries.

gleam

R package implementing the FAO GLEAM model to simulate livestock systems and estimate emissions based on herd, feed, and energy flows.

NMF.earth app

iOS & Android app to understand and reduce your carbon footprint.

EnergyPATHWAYS

The energyPATHWAYS Model is a professional, open source energy and carbon planning tool for use in evaluating long-term, economy-wide greenhouse gas mitigation scenarios.

blockchain-carbon-accounting

Code of the Carbon Accounting and Certification Working Group.

footprint

An R package to calculate carbon footprints from air travel based on IATA airport codes or latitude and longitude.

intensegRid

Provides information on national and regional carbon intensity, the amount of carbon emitted per unit of energy consumed, for the UK.

carbonintensity-api

Rust library to retrieve regional carbon intensity data from the UK National Grid.

Silicone

Automated filling of detail in reported emission scenarios.

OpenClimate

Independent Climate Accounting Network in support of Paris Agreement goals.

Scope3

Build a framework where the media and advertising industry can collaborate on best practices for measuring emissions from the advertising value chain.

NEMED

A Python package to retrieve and process historical emissions data of the National Electricity Market, reproduced by datasets published by the Australian Energy Market Operator.

Steel Emissions Reporting Guidance

RMI's steel emissions accounting and data exchange guidance.

carbonr

A package in R to conveniently calculate carbon-equivalent emissions.

Pledge4Future

Allows you to calculate your work related CO2e emissions from heating and electricity consumptions as well as business trips and commuting.

Travel Impact Model

Describes the modeling assumptions and input specifications behind the Travel Impact Model (TIM), a state of the art emission estimation model that Google's Travel Sustainability team has compiled from several external data source.

Profit and emission database

A free public database on large corporate emissions and profits.

CityCatalyst

Open Source carbon accounting for cities.

ec0lint

A static code analysis tool that provides users with hints on how to reduce the carbon footprint of their websites during the development process.

Kubernetes Carbon Intensity Exporter

Provides a data exporter by which Kubernetes operators can leverage the carbon intensity data from 3rd party for carbon-aware workload scheduling.

Electricity Maps

A real-time visualization of the CO2 emissions from electricity consumption.

aioelectricitymaps

Asynchronous Python client for Electricity Maps.

Open Grid Emissions Initiative

Seeks to fill a critical need for high-quality, publicly-accessible, hourly grid emissions data that can be used for GHG accounting, policymaking, academic research, and energy attribute certificate markets.

gridemissions

Displays the hourly carbon footprint of the US electricity system.

pyELQ

Detect, localize, and quantify methane emissions from concentration and wind measurements.

Technology-Carbon-Standard

Aims to providhttps://github.com/open-energy-transition/solver-benchmarke a unified standard for understanding, quantifying, and reducing carbon emissions from an organisation's technology landscape.

py-Open-IMO-CII-Calculator

A Python library for calculating the carbon intensity indicator for ships, in accordance with the International Maritime Organization's carbon regulations.

Open-IMO-CII-Calculator

A C# library for calculating the carbon intensity indicator for ships, in accordance with the International Maritime Organization's carbon regulations.

The NHS Emission Quantification Recipe Book

A transparent, collaborative and evidence-based approach to establishing a standardised means of calculating emissions associated with NHS Carbon Footprint and Carbon Footprint Plus.

Open Sustainability Index

An open, transparent, wikipedia-like sustainability database - aiming to accelerate comparable corporate sustainability data.

GHGPy

An open source greenhouse gas accounting tool that complies with IPCC 2006 and the GHG Protocol.

Nos Gestes Climat

In 10 Minutes,get an estimate of your carbon footprint.

Carbon Intensity API

The Carbon Intensity API uses cutting-edge machine learning and sophisticated power system modelling to forecast carbon intensity and generation mix 96+ hours ahead for every region in the UK.

Eco Surf Analyser

A browser extension that provides sustainability scores for websites, helping users understand the environmental impact of their browsing habits.

CATS: the Climate-Aware Task Scheduler

A lightweight Python-based tool that calculates the optimal time to run a compute job to minimise its carbon intensity enabling environmentally-conscious scheduling.

Project Eucalyptus

Open-source pipelines for satellite-based methane detection that includes trained segmentation models, a synthetic plume generator, and benchmarking tools for Sentinel-2, Landsat 8/9, and EMIT.

DSCIM

Enables the calculation of sector-specific partial social cost of greenhouse gases combined across sectors using a variety of valuation methods and assumptions.

GGIRCS

BC Climate Action Secretariat's Greenhouse Gas Industrial Reporting and Control System.

ddeq

A Python library for data-driven emission quantification of emission hot spots such as cities, power plants and industrial facilities.

CPRG

GHG Inventory using Climate Pollution Reduction Grant framework and funding.

emit-ghg

Mapping of greenhouse gases with EMIT.

Carbon Dioxide Removal Database

Open science reports on carbon removal projects and technologies.

offsets-db-data

Utilities for cleaning, and processing data for carbonplan/offsets-db-web.

National Carbon Credit Registry

As an online database using national and international standards for quantifying and verifying greenhouse gas emissions reductions by programmes.

forest-risks

Statistical models of forest carbon potential and risks.

Guardian

Provides auditable, traceable, reproducible records that document the emission process and lifecycle of carbon credits, which reduce fraud in the ESG market.

NCX Harvest Deferral Methodology

Documents, Data, and Code for the NCX Methodology For Improved Forest Management Through Short-Term Harvest Deferral.

PRTR

A project for handling the European Pollutant Release and Transfer Register (E-PRTR) data and publishing it as a national web service.

ETS-Watch

Provides a Python client for retrieving the latest data on the EU Emissions Trading System market and its participants.

World Carbon Pricing Database

This dataset contains information on carbon pricing mechanisms (carbon taxes or cap-and-trade) introduced around the world since 1990.

elmada

Dynamic electricity carbon emission factors and prices for Europe.

eu_cbm_hat

Enables the assessment of forest CO2 emissions and removals under scenarios of forest management, natural disturbances and forest-related land use changes.

ClimateMARGO.jl

A Julia implementation of MARGO, an idealized framework for optimization of climate change control strategies.

OceanBioME.jl

A tool to study the effectiveness and impacts of ocean carbon dioxide removal strategies.

CDRMEx

Carbon Dioxide Removal Modeling Experiments.

OpenIAM

An open source integrated assessment model developed by National Risk Assessment Partnership Phase II to facilitate risk assessment, management and containment assurance for geologic carbon sequestration projects.

FOQUS

Framework for Optimization and Quantification of Uncertainty and Surrogates.

GEOS

A simulation framework for modeling coupled flow, transport, and geomechanics in the subsurface.

ThermoPack

A thermodynamic model library for fluid properties and pressure-volume-temperature property calculations.

Mocca

Provides a Julia based framework for the simulating pressure / temperature swing adsorption processes for CO2 capture.

AcidWatch

Democratize and open up the discussion around CO2 impurities and provide a reliable resource for researchers, chemists, and industry professionals in the CCS domain.

StrataTrapper

Advanced modelling of CO2 migration and trapping.

C-Star

A python package for setting up and running ocean model simulations, with a particular focus on marine carbon dioxide removal applications.

Carbon Mapper

Accelerate local climate action globally by locating, quantifying and tracking methane leaks and CO2 point-sources from space.

Asset-level Transition Risk in the Global Coal, Oil, and Gas Supply Chains

The global fossil fuel supply chain, mapped at the asset-level.

ghg emissions indicator

R scripts for a greenhouse gases emissions indicator published on Environmental Reporting British Columbia.

DuMux

Based on the DUNE framework and aims to provide a multitude of numerical models as well as flexible discretization methods for complex non-linear phenomena, such as CO2 sequestration, soil remediation, drug delivery in cancer therapy and more.

oco2peak

The goal of our project is to localize CO2 emissions on Earth based on the carbon concentration data measured by the OCO-2 Satellite from NASA.

CO2 Emission Datasets

The CHE Data Portal provides an interface to the distributed data used and made available through the project, either as input data sets or as resulting data sets.

Global Carbon Budget

An annual living data publication of carbon cycle sources and sinks, generated from multiple data sources and by multiple organisations and research groups.

emissions-api

A solution that provides simple access to emissions data of climate-relevant gases.

eixport

An R package that provides functions to read emissions from VEIN and from other models in different formats and export the emissions into the appropriate format suitable to other models.

EmissV

This package provides some methods to create emissions (with a focus on vehicular emissions) for use in numeric air quality models such as WRF-Chem.

vein

An R package to estimate Vehicular Emissions INventories.

The Community Emissions Data System

Produces consistent estimates of global air emissions species over the industrial era (1750 - present).

PyChEmiss

A Python script to create the wrfchemi file from local emissions needed to run WRF-Chem model.

co2-data

Data on CO2 and greenhouse gas emissions by Our World in Data.

X-STILT

An atmospheric transport model that deals with vertically integrated column CO2 and potentially other trace gases.

stilt

An open source Lagrangian particle dispersion model which is widely used to simulate the transport of pollution and greenhouse gases through the atmosphere.

OpenGHG

A cloud platform for greenhouse gas data analysis and collaboration.

Open Carbon Watch

We monitor greenhouse gases emission reports published by organizations, along with their legal obligations and their own commitments, and track them over time.

Methane-detection-from-hyperspectral-imagery

Deep Learning based Remote Sensing Methods for Methane Detection in Airborne Hyperspectral Imagery.

Methane Source Finder

Explore, analyze, and download methane plumes detected from airborne platforms on an interactive map alongside VISTA infrastructure, gridded methane estimates, and other additional data layers.

deep-smoke-machine

Deep learning models and dataset for recognizing industrial smoke emissions.

Ribbit Network Frog Sensor

The sensor for the world's largest crowdsourced network of open-source, low-cost, CO2 Gas Detection Sensors.

FIRECAM

An online app for end-users to diagnose and explore regional differences in fire emissions from five global fire emissions inventories.

ESTA

A command-line tool for processing raw emissions data into spatially and temporally-allocated emissions inventories, suitable for photochemicaly modeling or other analysis.

FlyingClimate

Model the CO2 and non-CO2 effects like nitrogen oxide emissions and contrail formation to analyse aviation's total warming footprint.

Industrial Smoke Plume Detection

Characterization of Industrial Smoke Plumes from Remote Sensing Data.

EDGAR

Emissions Database for Global Atmospheric Research.

OpenGHGMap

A city-level CO2 emissions inventory for Europe.

Integrated Carbon Observation System

Produces standardised data on greenhouse gas concentrations in the atmosphere, as well as on carbon fluxes between the atmosphere, the earth and oceans.

Global Database of Cement, Iron and Steel Production Assets

The Global Database of Cement, Iron and Steel Production Assets provides information on global cement production plants that are operational today.

The Global Registry of Fossil Fuels

Open Source database of oil, gas and coal production and reserves globally, expressed in CO2-equivalent.

Easy-ERA5-Trck

A super lightweight Lagrangian model for calculating millions of trajectories using ERA5 data.

GRACED

Near-real-time Global Gridded Daily CO2 Emissions Dataset from fossil fuel and cement production with a global spatial resolution of 0.1° by 0.1° and a temporal resolution of 1 day.

ECAM

Water and wastewater utility operators can assess their greenhouse gas emissions and energy consumption.

Emissions Modeling Framework

A client-server system designed to store information related to emissions modeling, with integrated quality control processes.

MOVES

A state-of-the-science emission modeling system that estimates emissions for mobile sources at the national, county, and project level for criteria air pollutants, greenhouse gases, and air toxics, available under EPA's Open Source Software policy.

EPA_ALPHA_Model

Evaluate the Greenhouse Gas emissions of Light-Duty vehicles.

gtfs2emis

Estimating public transport emissions from GTFS data.

HEMCO

Computing atmospheric emissions from different sources, regions, and species on a user-defined grid.

MethaneMapper

A fast and accurate deep learning based solution for methane detection from airborne hyperspectral imagery.

Pyra

Automated EM27/SUN Greenhouse Gas Measurement Software.

EMIT-Data-Resources

Built to help scientists understand how dust affects climate, the EMIT can also pinpoint emissions of the potent greenhouse gas.

Integrated Methane Inversion

Contains the source code for setting up and running the Integrated Methane Inversion with GEOS-Chem.

eCalc

A software tool for calculation of energy demand and greenhouse gas emissions from oil and gas production and processing.

forest-offsets

Includes our libraries and scripts for analyzing California's compliance forest carbon offsets program.

Fossil Shipment Tracker

A data platform that provides decision-makers, journalists and campaigning organizations with information that helps identify fossil fuel shipments from Russia.

UNFCCC DI API

Data access to the total greenhouse gas emissions by country reported to the United Nations Framework Convention on Climate Change (UNFCCC).

STARCOP

Semantic Segmentation of Methane Plumes with Hyperspectral Machine Learning models.

Clean Air Markets API Portal

A suite of API's that EPA's Clean Air Markets Division provides to access the data collected to run programs designed to reduce air pollution from power plants.

goFlux

A user-friendly way to calculate greenhouse gas fluxes in soil yourself, regardless of user experience.

Klimatkollen

A web application that displays emissions within municipalities in Sweden, along with a machine learning data pipeline under development, which will find, extract, and list emissions from companies.

bonsai_ipcc

Enables users to calculate national greenhouse gas (GHG) inventories based on the guidelines provided by the International Panel on Climate Change.

OpenMethane

Method to calculate a gridded, prior emissions estimate for methane across Australia.

National Climate Transparency Tool

Your gateway to ensure robust Measurement, Reporting and Verification (MRV) toward the Enhanced Transparency Framework (ETF) and to accelerate implementation of the Nationally Determined Contribution (NDC).

FLINT

A modular system to estimate greenhouse gas emissions and removals by the land sector.

CARDAMOM

A Bayesian inference approach for using terrestrial ecosystem observations to optimize terrestrial carbon cycle model states and processes parameters.

BlueCarbon

Facilitate the estimation of organic carbon stocks and fluxes from soil/sediment cores from blue carbon ecosystems.

ameriflux

A network of PI-managed sites measuring ecosystem CO2, water, and energy fluxes in North, Central and South America.

Kausal Paths

A tool for predicting the future emissions of cities based on historical emission data and various climate actions.

GEPA

This repository contains the code for the EPA U.S. gridded methane greenhouse gas inventory.

reemission

A Python library and a command line interface tool for estimating CO2, CH4 and N2O emissions from water reservoirs.

Private Jet Flights

Track and quantify emissions of private jets.

Emiproc

A Python package for generating emission input files from diverse inventories and grids, adaptable to various atmospheric transport models, including COSMO-ART and ICON-ART.

OpenAirClim

A model for simplified evaluation of the approximate chemistry-climate impact of air traffic emissions.

Climatoology

Offers high-resolution data and insights on key climate indicators, from heating emissions to walkability, helping you identify both strengths and areas for improvement in your city or region.

OpenGHG Inversions

A Python package that is being developed as part of the OpenGHG project with the aim of merging the data-processing and simulation modelling capabilities of OpenGHG with the atmospheric Bayesian inverse models developed by the Atmospheric Chemistry Research Group at the University of Bristol.

HyperGas

Retrieving trace gases enhancements from hyperspectral satellite data and writing it to different formats, including generating plume masks and calculating gas emission rates.

CHEEREIO

The CHEmistry and Emissions REanalysis Interface with Observations is a set of Python and shell scripts that support data assimilation and emissions inversions for arbitrary runs of the GEOS-Chem chemical transport model via an ensemble approach.

SINDBAD

A model data integration framework that encompasses the biogeochemical cycles of water and carbon, allowing for extensive and flexible integration of parsimonious models with a diverse set of observational data streams.

bonsai

The aim of BONSAI is to make reliable, unbiased sustainability information on products (product footprints) readily and freely available whenever and wherever it is needed to support product comparisons and decisions.

brightway2

An open source framework for life cycle assessment.

Brightway2 data management

This package provides tools for the management of inventory databases and impact assessment methods.

Activity Browser

An open source and free software for Life Cycle Assessment extending the brightway2 framework.

EOS-AYCE

Eaternity's software platform serving as an open-source environmental operating system (EOS) for all you can eat (AYCE) for climate.

carculator

Prospective environmental and economic life cycle assessment of vehicles made blazing fast.

Electricity Life Cycle Inventory

A Python package that uses standardized facility release and generation data to create regionalized life cycle inventory (LCI) models for the generation, mix of generation, mix of consumption, and distribution of electricity to end users for the US, with embedded system processes of upstream fuel…

uslci-content

Supplementary content for the U.S. Life Cycle Inventory Database.

OpenLCA

An open source and free software for Sustainability and Life Cycle Assessment.

openLCA modules

This project provides the core functionality of openLCA as a set of Maven modules.

openlca-python-tutorial

Explains the usage of the openLCA API from Python.

Volca

An open-source toolkit for inspecting and working with life-cycle inventory databases through CLI, desktop, API/server, Python, and MCP interfaces.

Global LCA Data Access Network

Gathers life cycle dataset providers and other stakeholders who share the goal of improving sustainability-related decisions through enhanced, interoperable and global access to LCA datasets.

BioSTEAM_LCA

An agile life cycle assessment platform that enables a fast and flexible evaluation of the life cycle environmental impacts of biorefineries under uncertainty.

Federal LCA Commons

A central point of access to a collection of data repositories for use in Life Cycle Assessment.

Trase

Brings unprecedented transparency to commodity supply chains revealing new pathways towards achieving a deforestation-free economy.

QSDsan

A package for the quantitative sustainable design of sanitation and resource recovery systems.

premise

Coupling Integrated Assessment Models output with Life Cycle Assessment.

fedelemflowlist

A Python package that generates and provides a standardized elementary flow list for use in life cycle assessment (LCA) data as well as mappings to convert data from other sources.

flowsa

Library that attributes resource use, waste, emissions, and loss to economic sectors.

LCIA formatter

A Python tool for standardizing the format and flows of life cycle impact assessment data.

LCAx

The goal for LCAx is to make an open, machine and human-readable data format for exchanging LCA results, EPD's and assemblies.

ecobalyse

Ecobalyse makes it possible to understand and calculate the ecological impacts of the products distributed in France.

lca_algebraic

This library is a small layer above brightway2, designed for the definition of parametric inventories with fast computation of LCA impacts, suitable for monte-carlo analyis.

UN/CEFACT CRM

Critical raw materials traceability & transparency project.

Doughnut Biotool

A tool to calculate a building project's impacts on biodiversity over the entire life cycle.

saleos

Sustainability Analytics for Low Earth Orbit Satellites.

timex_lca

A Python package for time-explicit Life Cycle Assessment that helps you assess the environmental impacts of products and processes over time.

pulpo

A Python-based optimization tool for life cycle assessment (LCA) that aims to import, optimize, solve, retrieve, save, and summarize LCA results.

pathways

A Python package that characterizes the environmental impacts of products, sectors or transition scenarios over time using Life Cycle Assessment.

LCA as Code

A domain-specific language for life-cycle analysis experts.

ecoinvent_interface

This is an unofficial and unsupported Python library to get ecoinvent data, a life cycle inventory database for fuels, energy, chemicals and plastics, batteries, building and construction, waste, agriculture, forestry and wood, pulp and paper, metals, and transport.

LCIA

Contains important files from the ecoinvent Life Cycle Impact Assessment method implementation procedure for ecoinvent.

CELAVI

The Circular Economy Lifecycle Assessment and VIsualization framework allows stakeholders to quantify and visualize potential regional and sectoral transfers of impacts that could result from transitioning to a circular economy, with particular focus on energy material.

flodym

The Flexibe Open Dynamic Material Systems Model library provides key functionality for building material flow analysis models.

LiAISON

A Python framework for performing automated, scalable life cycle assessment with support for prospective analysis using integrated assessment model scenarios.

Wurst

A python package for linking and modifying industrial ecology models, with a focus on sparse matrices in life cycle assessment.

IfcLCA

Provides access to environmental impact material data sourced from open data published by Koordinationskonferenz der Bau- und Liegenschaftsorgane der öffentlichen Bauherren.

MARIO

Perform impact analysis using regional input-output tables and models.

iotables

Reproducible input-output economic analysis, economic and environmental impact assessment with empirical data.

pymrio

Multi-Regional Input-Output Analysis in Python.

useeior

Estimating potential environmental impacts of goods and services in the US economy.

exiobase

A global and detailed Multi-Regional Environmentally Extended Supply-Use Table (MR-SUT) and Input-Output Table (MR-IOT).

pyLCAIO

An object class to hybridize lifecycle assessment and environmentally extended input-output (EEIO) databases.

RaMa-Scene

RaMa-Scene a web-platform to analyse Environmentally Extended Input-Output data and generate scenarios.

pycirk

Model Circular Economy policy and technological interventions in Environmentally Extended Input-Output Analysis.

FABIO

Forestry and Agriculture Biomass Input-Output Tables.

OpenIO-Canada

Module to create symmetric Environmentally Extended Input-Output tables for Canada.

BoARIO

Give an accessible and inter-operable implementation of Adaptative Regional Input Output, as well as tools to visualize and analyze simulation outputs and to evaluate the effects of many parameters of the model.

ONEARMY

A series of tools for the Precious Plastic community to collaborate around the world and tackle plastic waste.

Trash-ICRA19

A Bounding Box Labeled Dataset of Underwater Trash.

TACO

Trash Annotations in Context Dataset Toolkit.

Deep Waste

AI powered recycling app that classifies waste and promotes eco-friendly disposal with rewards.

circularity.ID Open Data Standard

The standard represents the results and findings of an extensive six-year research into the needs of stakeholders in the fashion industry to achieve a circular economy.

RecycleNet

Effective trash classification model using only a small number of annotated images.

trashnet

Dataset of images of trash. Torch-based CNN for garbage image classification.

OpenLitterMap

An open, interactive and accessible database of the world's litter and plastic pollution.

Recyclebot

An open source waste plastic extruder that creates 3D printer filament from waste plastic and natural polymers.

Global Plastic Navigator

Visualises the most recent and high-resolution data of current scientific publications on marine plastic pollution.

marine_debris_ML

Marine debris detection with commercial satellite imagery and deep learning.

ADVECT

A whole-ocean marine debris transport model which is built to handle millions of particles and terabytes of data.

Surfrider Plastic Origins

A citizen science project that uses AI to map plastic pollution in European rivers and share its data publicly.

MARIDA

A marine debris-oriented dataset on Sentinel-2 satellite images.

Detect waste

Detecting plastic waste in the environment to combat environmental pollution and promote circular economy.

Santiago.jl

A Julia package to generate appropriate sanitation system options.

SwolfPy

A free, multi-platform, Python-based, open-source, SWM LCA optimization framework with built-in parametric and Monte Carlo sensitivity and uncertainty analysis capabilities.

TrashMob

A website dedicated to organizing groups of people to clean up the world we live in. Users create cleanup events, publicize them, and recruit people to join up, as well as ask for assistance from communities and partners.

Haztrak

A web application that aims to illustrate how hazardous waste management software can interface with EPA's e-Manifest systems to track hazardous waste electronically from cradle-to-grave.

e-Manifest

The purpose of e-Manifest is to establish a national information technology system that will enable the Agency and the hazardous waste program's industry and state stakeholders to transition the manifest system from one that is paper-intensive and burdensome to a system that is much more efficient.

OpenSpecy

Raman and (FT)IR spectral analysis tool for plastic particles and other environmental samples.

waste_flow

A Python package for retrieving and analyzing data concerning the waste management of European countries.

The Clothing Loop

An initiative that offers an easy way for people to swap clothes with others in their own neighborhood.

prommis

Process Optimization and Modeling for Minerals Sustainability.

Plastics Prototype

This tool explores different policy interventions both regionally and globally to help countries exploring ways to reduce the impact of plastic.

CircuLaw

A knowledge platform dedicated to enabling the transition to a circular economy by identifying opportunities in current law to support a circular future.

plasticparcels

A Python package for simulating the transport and dispersion of plastics in the ocean.

Ecobricks

Ecobrick is a plastic bottle packed with used plastic to a set density, a way to take advantage of plastic's pros while protecting against its cons.

open-dpp

An open-source platform for managing digital product passports.

Open Repair Data

Source of the Open Repair Alliance downloadable datasets.

restarters.net

A suite of software for the repair community.

BirdFlowR

Predict changes in bird distributions and generate synthetic migration routes.

ebirdst

Access and Analyze eBird Status and Trends Data.

eBird API

eBird API provides a set of wrapper functions for accessing the end-points in the eBird API 2.0.

GeoPressureR

R package which help researchers construct the trajectory of a bird equiped with an atmospheric pressure sensor.

bioRad

R package for analysis and visualisation of biological signals in weather radar data.

BirdNET-Analyzer

A deep learning solution for avian diversity monitoring.

ABAP

Code for downloading and working with data from the African Bird Atlas Project.

palmerpenguins

The palmerpenguins data contains size measurements for three penguin species observed on three islands in the Palmer Archipelago, Antarctica.

auk

eBird Data Extraction and Processing in R.

motus

An R package for processing automated radio telemetry data from Motus, an international collaborative research network that uses coordinated automated radio telemetry to facilitate research and education on the ecology and conservation of migratory animals.

naturecounts

R package to access data from the NatureCounts platform by Bird Studies Canada.

bbsBayes2

An R Package for Hierarchical Bayesian Analysis of North American Breeding Bird Survey Data.

birdnet

The library is geared towards providing a robust workflow for ecological data analysis in bioacoustic projects.

Nighthawk

A machine learning model for acoustic monitoring of nocturnal bird migration.

GenoFLU

Bird influenza data pipeline to automate genotyping assignment.

nestwatchR

Provide a collection of functions to aid in accessing and analyzing the wealth of nesting data contained in the NestWatch database.

vak

A neural network framework for animal acoustic communication and bioacoustics.

scikit-maad

Enables quantitative analysis of environmental audio, offering tools for processing, segmenting, and computing acoustic features.

OpenSoundscape

A free and open source Python utility library analyzing bioacoustic data.

wildRtrax

An R package for environmental sensor data management and analytics.

baRulho

An R package to quantify habitat-induced degradation of (animal) acoustic signals.

Project Echo

Develop an AI/ML solution to detect and classify the density of noisy animals in rainforests, providing conservationists with an efficient and non-invasive tool to monitor threatened animal populations over time.

whoBIRD

Identify bird sounds in real time with this Android version of BirdNET, a Bird sound recognition for more than 6,000 species worldwide.

warbleR

Is intended to facilitate the analysis of the structure of animal acoustic signals in R.

BirdSet

A benchmark dataset collection for bird sound classification.

birdnetR

Is geared towards providing a robust workflow for ecological data analysis in bioacoustic projects.

Arbimon

Ecoacoustic analysis platform empowering conservationists to analyze acoustic data and to derive insights about the ecosystem at scale.

acoupi

A Python package that streamlines bioacoustic classifier deployment on edge devices like the Raspberry Pi.

BatDetect2

Code for detecting and classifying bat echolocation calls in high frequency audio recordings.

BirdNET-Go

Realtime BirdNET soundscape analyzer.

Perch

A bioacoustics research project that produces a bird species classifier, trained on over 10k species.

bioacoustics

Contains all the necessary functions to read audio recordings of various formats, filter noisy files, display audio signals, detect and extract automatically acoustic features for further analysis such as species identification based on classification of animal vocalization.

Whombat

Web-based audio annotation tool designed to streamline audio data labeling and annotation, with a particular focus on supporting machine learning model development in bioacoustics.

PyPAM

Allow easy reading and processing of acoustic underwater data.

AVEX

An API for model loading and inference, and a Python-based system for training and evaluating bioacoustics representation learning models.

Forest Carbon database

Global Forest Carbon Database.

fgeo.biomass

Calculate biomass with allometric equations from the allodb package and ForestGEO data.

BIOMASS

An R package for estimating aboveground biomass and its uncertainty in tropical forests.

carbon budget

This model maps gross greenhouse gas emissions from forests between 2001 and 2015, gross carbon removals by forests between 2001, and the difference between them (net flux).

PNVmaps

Global Maps of Potential Natural Vegetation based on Machine Learning.

MAAP

Discover and use biomass relevant data, integrating the data for comparison, analysis, evaluation, and generation.

BioPAL

The BIOMASS Product Algorithm Laboratory hosts official tools for processing and analysing ESA's BIOMASS mission data.

allodb

An R package for biomass estimation at extratropical forest plots.

CarbonViewer

R-shiny application for calculating peatland volume and carbon stock to support area planners and decision makers.

CBM-CFS3

The Carbon Budget Model of the Canadian Forest Sector is an aspatial, stand- and landscape-level modelling framework used for international reporting of the forest carbon balance of Canada's managed forest.

redlistr

An R package that contains a set of tools suitable for calculating the metrics required for making assessments of species and ecosystems against the IUCN Red List of Threatened Species and the IUCN Red List of Ecosystems categories and criteria.

biodivMapR

An R package for α- and β-diversity mapping using remotely-sensed images.

mobr

Tools for analyzing changes in biodiversity across scales.

mapme.biodiversity

Efficient analysis of spatial biodiversity datasets for global portfolios.

Biodiverse

A tool for the spatial analysis of diversity using indices based on taxonomic, phylogenetic, trait and matrix-based relationships, as well as related environmental and temporal variations.

ProgramEarth

ENMTML

An R package for an integrated construction of Ecological Niche Models.

diversitree

Includes a number of comparative phylogenetic methods, mostly focussing on analysing diversification and character evolution.

Diversity.jl

Provides functionality for measuring alpha, beta and gamma diversity of metacommunities (e.g. ecosystems) and their constituent subcommunities.

entropart

An R package that provides functions to calculate alpha, beta and gamma diversity of communities, including phylogenetic and functional diversity.

ade4

Analysis of Ecological Data for Exploratory and Euclidean Methods in Environmental Sciences.

letsR

Allow users to build presence-absence matrices, the primary analytical tool in macroecology, from species' geographical distributions and merge them with species' traits, conservation information and spatial environmental layers.

mFD

Provides a user friendly interface to compute a global assessment of functional diversity by gathering computation of alpha and beta functional indices.

fundiversity

Provides a lightweight package to compute common functional diversity indices.

funrar

A package to compute functional rarity indices, it quantifies how species are rare both from a functional and an extent point of view.

oneimpact

Provides tools for the assessment of cumulative impacts of multiple infrastructure and land use modifications in ecological studies.

gdm

Provides functions to fit, plot, summarize, and apply Generalized Dissimilarity Models.

BioMonTools

Tools for biomonitoring and bioassessment; metric calculation for benthic macroinvertebrates, fish, and periphyton.

fqar

Floristic Quality Assessment (FQA) is a standardized method for rating the ecological value of natural areas based on the plant species found within them.

Swallowtail Climate Change

Data and code for North American Swallowtail and larval host plant distributions in relation to climate change.

CLIBD

A model uses contrastive learning to map biological images, DNA barcodes, and textual taxonomic labels to the same latent space.

LIFE

Implementation of the methodology for the Eyres et al LIFE biodiversity metric.

Living Planet Index

The diversity-weighted Living Planet Index: controlling for taxonomic bias in a global biodiversity indicator.

BioTIMEr

Global database of assemblage time series for quantifying and understanding biodiversity change.

dispRity

An open, modular R toolkit for flexible and reproducible analysis of diversity and occupancy in multidimensional ecological and evolutionary data.

TaxonoPy

A Python package for efficiently aligning organismal taxonomic hierarchies using the Global Names Verifier.

unmarked

An R package for analyzing ecological data arising from several popular sampling techniques. The sampling methods include point counts, occurrence sampling, distance sampling, removal, double observer, and many others.

Naturtag

A tool for nature photographers that adds useful metadata to describe the organisms in your photos.

iNaturalist

Helps you identify the plants and animals around you.

pyinaturalist

Python client for iNaturalist, a community science platform that helps people get involved in the natural world by observing and identifying the living things around them.

iNaturalistReactNative

Official iNaturalist client written in React Native that will eventually replace our existing iOS and Android apps.

GeoNature-citizen

A free and Open Source web solution for citizen science projects for biodiversity data collection.

DigiVol

Harness the power of online volunteers to digitise biodiversity data that is locked up in biodiversity collections, field notebooks and survey sheets.

Naturblick iOS

Identify plants and animals and learn more about nature in your city.

Gottesanbeterin Gesucht

An interactive web application to track Mantis Religiosa sightings in Brandenburg.

Arena

A cloud-based platform that enables fast, flexible setup and data entry for various field surveys, including biophysical, socio-economic, and biodiversity inventories.

Green Goods

Measures, tracks, and rewards the impact on gardens with a simple Progressive Web App.

Panoptes

Zooniverse API to support user defined volunteer research projects.

biocollect

An advanced, but simple-to-use data collection tool for biodiversity science.

OpenFlexure Microscope

A 3D printable microscope, including a precise mechanical stage to move the sample and focus the optics. There are many different options for the optics, ranging from a webcam lens to a 100x, oil immersion objective.

pygbif

Making the data of the Global Biodiversity Information Facility API accessible via Python.

rgbif

Interface to the Global Biodiversity Information Facility API.

taxize

Allows users to search over many taxonomic data sources for species names (scientific and common) and download up and downstream taxonomic hierarchical information.

Global Biotic Interactions

Global Biotic Interactions provides access to existing species interaction datasets.

rredlist

An R client for the IUCN Red List of threatened and endangered species.

spocc

An R package to query and collect species occurrence data from many sources.

robis

Build and maintain a global alliance that collaborates with scientific communities to facilitate free and open access to, and application of, biodiversity and biogeographic data and information on marine life.

ALA4R

The Atlas of Living Australia provides tools to enable users of biodiversity information to find, access, combine and visualise data on Australian plants and animals.

IUCNN

Environmental data and existing IUCN Red List assessments to predict the conservation status of 'Not Evaluated' species, for any taxon or geographic region of interest.

IPT

Global Biodiversity Information Facility and used to publish and share biodiversity datasets through the GBIF network.

TaxonWorks

An integrated web-based workbench for taxonomists and biodiversity scientists.

BioDiversityHub BC

The source of British Columbia's species inventory data.

specify7

A biological collections data management platform.

gbifdb

Provide a relational database interface to a parquet based serializations of gbif's AWS snapshots of its public data.

rmangal

Retrieve and explore data from the ecological interactions database MANGAL.

EcoReleve

A free and open source biodiversity data entry software.

galah

An R interface to biodiversity data hosted by the living atlases; a set of organisations that share a common codebase, and act as nodes of the Global Biodiversity Information Facility.

rotl

An R package to interact with the Open Tree of Life data APIs.

rvertnet

An R Wrapper to the VertNet API, a collaborative project that makes biodiversity data free and available on the web.

BioCLIP

A foundation model for the tree of life, leveraging the unique properties of biology captured by TreeOfLife-10M, namely the abundance and variety of images of plants, animals, and fungi, together with the availability of rich structured biological knowledge.

pybioclip

Python package that simplifies using the BioCLIP foundation model.

OpenDataBio

A system for storing and retrieving biological data - floristics, ecology and monitoring.

traits

R package for accessing species trait data from multiple databases.

GFBio Data Submission and Brokerage System

Provides the central entry point for the submission services provided by GFBio e.V. for the long-term data archival and publication of biodiversity, ecology and environmental science data.

Open Tree of Life

Constructs a comprehensive, dynamic and digitally-available tree of life by synthesizing published phylogenetic trees along with taxonomic data.

BIOSCAN-5M

A comprehensive multi-modal dataset comprised of over 5 million specimens, 98% of which are insects.

PortalData

Provides access to a long-term study of a Chihuahuan desert ecosystem.

wildflow

Open marine biodiversity data platform aiming to protect oceans by accelerating research and conservation.

BioTrove

A Large Curated Image Dataset Enabling AI for Biodiversity.

gbif.range

An R package to generate species range maps based on ecoregions and a user-friendly GBIF wrapper.

BioCube

Contains the code used to engineer BioCube: A Multimodal Dataset for Biodiversity Research.

Biodiversity Heritage Library

Biodiversity Heritage Library's web site, databases, and supporting services.

Biodiversity Around Me

A web widget that retrieves and displays species observed within an area, based on the GBIF data API or alternative other biodiversity data sources.

b3gbi

Analyze biodiversity trends and spatial patterns from GBIF data cubes, using flexible indicators like richness, evenness, and more.

Protected Planet

The most up to date and complete source of data on protected areas and other effective area-based conservation measures (OECMs), updated monthly with submissions from governments, non-governmental organizations, landowners and communities.

rinat

R wrapper for iNaturalist APIs for accessing the observations.

Symbiota

A library of webtools to aid biologists in establishing specimen based virtual floras and faunas.

pyobis

Fetch data from OBIS API which harvests occurrence records from thousands of datasets and makes them available as a single integrated dataset.

CafriplotsR

Provides tools for querying a PostgreSQL database containing forest inventories data from Tropical Africa.

BIRDS

This set of tools has been developed for systematizing biodiversity data review in order to evaluate whether a set of species observation are fit-for-use and help take decisions upon its use on further analysis.

Darwin Core

Standard for sharing of information about biological diversity.

bdc

A toolkit for standardizing, integrating, and cleaning biodiversity data.

Global Names Verifier

Verifies scientific names against more than 100 biodiversity databases.

python-dwca-reader

A Python package to read and parse Darwin Core Archive (DwC-A) files, as produced by the GBIF website, the IPT and many other biodiversity informatics tools.

SMBD

Facilitate a community of practice for aligning marine biological data to Darwin Core for sharing to Ocean Biodiversity Information System (OBIS).

CoordinateCleaner

Automated flagging of common spatial and temporal errors in biological and palaeontological collection data, for the use in conservation, ecology and palaeontology.

Bionomia

Parse people names from biodiversity occurrence data, apply basic regular expressions and heuristics to disambiguate them, and to make these occurrence records as entities that can be claimed by people via ORCID.

ABIS

Australian Biodiversity Information Standard.

GNparser

Normalises scientific names, as used in biodiversity, and extracts their semantic elements.

GBIF Name Parser

The core GBIF scientific name parser library.

BeeBDC

Bee Biodiversity Data Cleaning.

worldpa

R interface to the World Database on Protected Areas.

pywdpa

Python interface to the World Database on Protected Areas.

wdpar

R Interface to the World Database on Protected Areas.

prioritizr

Uses mixed integer linear programming techniques to provide a flexible interface for building and solving conservation planning problems.

grainscape

Efficient Modelling of Landscape Connectivity, Habitat, and Protected Area Networks.

restoptr

Aims to identify priority areas for restoration efforts using optimization algorithms.

ADRIA.jl

A multi-criteria decision support platform for informing reef restoration and adaptation interventions.

lterdatasampler

Provide the scientific community, policy makers, and society with the knowledge and predictive understanding necessary to conserve, protect, and manage the nation's ecosystems, their biodiversity, and the services they provide.

Half Earth

Provides an interactive summary of progress toward Half-Earth goal, offered as a tool to help contextualise global datasets of biodiversity, human encroachment, and protection.

track2KBA

This R package is comprised of functions that facilitate the identification of areas of importance for biodiversity, such as Key Biodiversity Areas (KBAs), based on individual tracking data.

oceandatr

Aims to provide simple functions for creating data for conducting a spatial conservation prioritization for large scale areas of the ocean, specifically offshore areas.

Ecoscope

An open-source analysis module for tracking, environmental and conservation data analyses.

EMMA

The core repository for environmental data processing in the Ecological Monitoring and Management Application EMMA.io.

spatialwarnings

An R package to compute spatial early-warning signals of ecosystem degradation.

projectfirma

Tracks conservation and natural resource project performance and expenditures, and helps managers visualize results at the program level.

Ground for Android

An map-first data collection platform built in collaboration with environmental non-profits and international organizations with the goal of driving sustainability impact at scale.

geohabnet

Enable users to visualise a habitat connectivity risk index for agriculture using their own parameter values.

Where to Work

A web-based application for solving complex conservation scenarios using concepts of systematic conservation planning.

SkyTruth 30x30 Tracker

A compelling online experience that builds momentum towards meeting global biodiversity targets by unlocking opportunities for protecting the marine environment and forging connections with the wider 30x30 community.

Marxan Cloud platform

Supports collaboration and decision-making for biodiversity conservation and socio-economic objectives for land, freshwater and ocean systems.

Makurhini

An R package for comprehensive analysis of landscape fragmentation and connectivity.

Plant-for-the-Planet

Allows you to plant trees with over 100 reforestation projects around the world.

Tree Mapper App

Tree Mapper extends the Plant-for-the-Planet App and allows on site coordinate submission during plantation.

Continuous Reforestation

A GitHub Action for planting trees within your development workflow using the Reforestation as a Service (RaaS) API developed by DigitalHumani.

forestatrisk

Modelling and forecasting deforestation in the tropics.

Tree Tracker

Used by people who plant trees so they don't have to manually type coordinates with pictures they took.

FSDL Deforestation Detection

A deep learning approach to detecting deforestation risk, using satellite images and a deep learning model.

Treetracker

Coordinates the digital capture of tree growth data in the field, allowing to establish employment for people living in extreme poverty based on tree planting.

gfcanalysis

Tools for working with Global Forest Change dataset.

Climate Change Informed Species Selection

A Biogeoclimatic Ecosystem Classification-based analysis framework built to anticipate the change climate implications to tree species environmental suitability at a site specific level.

UDef-ARP

Facilitate implementation of the Verra tool, VT0007 Unplanned Deforestation Allocation.

Global Reforestation Opportunity Assessment

Quantify carbon sequestration in naturally regenerating forests around the world.

datazoom.amazonia

Facilitates access to official Brazilian Amazon data, including agriculture, deforestation, production.

Seedlot Selection Tool

A GIS mapping program designed to help forest managers match seedlots with planting sites based on climatic information.

riskmapjnr

Obtain maps of the spatial risk of deforestation and forest degradation following the methodology developed in the context of the Jurisdictional and Nested REDD+ (JNR) and using only a forest cover change map as input.

whisp

The Forest Data Partnership promotes a Convergence of Evidence approach for Forest and Commodities Monitoring.

Terraware Web

The web app provides seed inventory management capabilities - with two main areas of focus: the seed processing workflow and monitoring of a seed bank's physical infrastructure.

MapBiomas

A comprehensive set of scripts and tools for downloading land use and cover data across various biomes in South America and Indonesia.

Whisp

Geospatial Analysis Tool for Zero-Deforestation Claims.

se.plan

This mapping tool combines ecological data on forest restoration with data on restoration’s benefits, costs, and risks.

Planting Optimisation Tool

A data-driven recommendation system designed to support sustainable reforestation and agroforestry planning in Timor-Leste.

PEcAn

The Predictive Ecosystem Analyzer is an integrated ecological bioinformatics toolbox.

spatialEco

R package for spatial analysis and modelling of ecological systems.

ReMobidyc

A multi-agent simulator for individual-based modeling in population dynamics and ecotoxicology.

portalcasting

Provides a model development, deployment, and evaluation system for forecasting how ecological systems change through time, with a focus on a widely used long-term study of mammal population and community dynamics.

TrenchR

Facilitates microclimate modeling to translate weather station data into the environmental conditions experienced by organisms and biophysical modeling to predict organismal body temperatures given the environmental conditions.

NicheMapR

Modelling the thermodynamic constraints on life.

D-EcoImpact

A Python based kernel to perform spatialenvironmental impact assessment.

EcoSISTEM.jl

A Julia package that provides functionality for simulating species undergoing dynamic biological processes such as birth, death, competition and dispersal, as well as environmental changes in climate and habitat.

ECOTOXr

Provides access in R to ECOTOX, a comprehensive knowledgebase providing single chemical environmental toxicity data on aquatic and terrestrial species.

moveHMM

R package which implements hidden Markov models and associated tools (state decoding, model selection, model checking, etc.) tailored to animal movement modelling.

BioDT

Prototype Digital Twins to help protect and restore biodiversity.

gen3sis

A spatially-explicit eco-evolutionary mechanistic model with a modular implementation that allows exploring the consequences of ecological and macroevolutionary processes across realistic or theoretical spatio-temporal landscapes.

RangeShiftR

A state-of-the-art eco-evolutionary modelling platform that is becoming increasingly used worldwide for both theoretical and applied purposes.

mvgam

Dynamic generalised additive models for forecasting discrete ecological time series.

vegan

Ordination methods, diversity analysis and other functions for community and vegetation ecologists.

ctmm

Continuous-Time Movement Modeling functions for identifying, fitting, and applying continuous-space, continuous-time stochastic movement models to animal tracking data.

Rpath

An implementation of the Ecopath (mass-balance) and Ecosim (dynamic simulation) methods for the modeling of food webs.

ECOSTRESS

The images acquired by ECOSTRESS are the most detailed temperature images of the surface ever acquired from space and can be used to measure the temperature of an individual farmers field and plants.

fgeo

Analyze forest diversity and dynamics.

FATES

Advancing model predictions of tropical forest carbon cycle responses to a changing climate over the 21st Century.

spanner

Utilities to support landscape-, forest-, and tree-related data collection, manipulation, analysis, modelling, and visualization.

Forest Vegetation Simulator

A family of individual-tree, distance-independent, forest growth simulation models.

allometric

An R package for predicting tree attributes with allometric models.

r3PG

An R package for forest growth simulation using the 3-PG process-based model.

Our Forests Tomorrow

Visualizing European forests future.

A high-resolution canopy height model of the Earth

The model estimates canopy top height for every Sentinel-2 image pixel and was trained using sparse GEDI LIDAR data as a reference.

medfate

Functions to simulate Mediterranean forest functioning and dynamics using cohort-based description of vegetation.

dplR

A package for R that performs tree-ring analyses such as detrending, chronology building, and crossdating.

LandR

These models simulate forest vegetation dynamics based on LANDIS-II, and incorporate fire and insect disturbance, as well as other important ecological processes.

Rprebasso

Predict the growth and carbon balance of the forest ecosystem.

dfoliatR

Provide dendrochronologists with tools for identifying and analyzing the signatures of insect defoliators preserved in tree rings.

fellingdater

A suite of functions designed to assist dendrochronologists in inferring estimates for felling dates, derived from dated tree-ring series.

ITSMe

Provide easy to use functions to quickly obtain structural metrics from individual tree point clouds and their respective quantitative structure models.

Bristlecone

An F# library for model-fitting model-selection (MFMS) of ecological models to observational data. The library was developed for tree ring analysis, but can be used for other time-series modelling problems.

iLand

A forest landscape model and simulates how individual trees grow, compete, die, and regenerate under various climate, disturbance, and management scenarios.

SEPAL

Empowering people around the world to gain a better understanding of land cover dynamics in forest management by facilitating the efficient access and use of Earth observation data.

Global Forest Watch

An online, global and near real-time forest monitoring tool.

gfw-mapbuilder

A library to build custom Forest Atlas web applications.

OpenTreeMap

A collaborative platform for crowdsourced tree inventory, ecosystem services calculations, urban forestry analysis and community engagement.

forestmangr

An R package for forest mensuration and management.

Gieß den Kiez

Enable coordinated citizen participation in the irrigation of urban trees.