| |
| Experiment Impact Tracker Library | 277 | over 1 year ago | Calculates carbon cost of ML job |
| Beaker (Allen Institue For AI) | | | Captures GPU power inside a container |
| carbontracker | 405 | 11 months ago | |
| RAPL in Action: Experiences in Using RAPL for Power Measurements | | | |
| Tool for tracking and predicting the energy consumption and carbon footprint of training deep learning models as described in Anthony et al. (2020) | | | |
| FedZero | 19 | about 1 year ago | is a federated learning system for zero-carbon distributed AI training. It is the successor of Lowcarb which won the GSF CarbonHack 2022 |
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| Customer Carbon Footprint Tool for AWS | | | |
| Green Cost Explorer | 172 | almost 3 years ago | A climate related spend analysis for AWS |
| Microsoft Emissions Impact Dashboard | | | |
| Cloud Carbon Footprint | | | An open-source cloud energy and carbon emissions measurement tool |
| Green Metrics Tool | | | A free open-source (FOSS) tool to measure the energy / CO2 consumption of your software architecture |
| kube-green | 1,086 | 11 months ago | A simple open-source k8s addon that automatically shuts down (some of) your resources when you don't need them |
| Carbonifer | 89 | over 1 year ago | Command Line Tool to control carbon emission of your cloud infrastructure |
| Gaia Gen | | | A SaaS solution for monitoring and reporting cloud emissions (there is a cost associated with this solution) |
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| codecarbon.io | | | Python : Track and reduce CO2 emissions from your computing |
| CAST Highlight | | | Automatically analyze application source code to identify green deficiencies and improve green impact |
| JoularJX | | | Java: Software power monitoring at the source code level in real-time |
| Kernel Tuner | 294 | 11 months ago | an auto-tuner capable of |
| oaklean.io | | | Visualize and optimize the energy consumption of your JavaScript/TypeScript applications. Using a VSCode extension and integration with test frameworks, the system identifies energy-intensive code sections and suggests eco-friendly alternatives |
| Tracarbon | 98 | 11 months ago | Tracarbon tracks your device's energy consumption and calculates your carbon emissions using your location |
| ecoCode | 168 | 11 months ago | A SonarQube plugin for PHP, Python, Java, and JavaScript, providing static code analyzers to highlight code structures that may have a negative ecological impact |
| energy-consumption-measuring-toolkit | 2 | over 1 year ago | Energy Consumption Measuring Toolkit for Python Applications |
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| Carbon AppInsights | 3 | over 2 years ago | An Azure Functions-based solution for logging emissions data for Azure regions from Electricity Maps to Azure Monitor for alerting triggers and automated actions |
| Carbon Aware SDK | 488 | 11 months ago | A Web API and command line for obtaining unified forecast and historical power grid emissions data based on location and time, to help build Carbon Aware software |
| Carbon Aware Computing Hangfire Extension | 3 | over 1 year ago | A Hangfire extension to schedule tasks with carbon awareness in mind. The best point in time is calculated based on emission forecasts to get a window with a minimal grid carbon intensity |
| Carbon Aware Computing - Tools & Free forecast data | 26 | 12 months ago | The goal of this project is to provide developers with hassle-free, easy-to-use, ready-to-run tools for carbon-aware computing. The software contains a NuGet-Package, Powershell-Commandlets, and a live instance of the SDK. An open data carbon forecast for Europe is available as in the JSON-Carbon SDK-compatible format |
| PSElectricityMaps | 5 | about 2 years ago | A PowerShell Module for retrieving current carbon emissions data for power grids with a free account on ElectricityMaps / CO2signal |
| PSWattTime | 5 | over 2 years ago | A PowerShell Module for retrieving current carbon emissions data for power grids with a free account on WattTime.org |
| CO2Scope | | | Solution to monitor in real-time the CO2 emissions of IT services, virtual machines, and servers |
| Eco-CI Continuous Integration Energy Estimation | 70 | about 1 year ago | A plugin for GitHub Actions / GitLab that measures your CI runs and estimates their energy use |
| Kepler | 1,199 | 11 months ago | (Kubernetes-based Efficient Power Level Exporter) uses eBPF to probe energy-related system stats and exports as Prometheus metrics |
| Hardware Sentry | | | Standard OpenTelemetry agent that exposes the energy usage and temperatures of servers, network, and storage systems in data centers |
| PowerJoular | | | Monitor, in real-time, the power consumption of software and hardware components |
| scaphandre | 1,664 | 12 months ago | Power measurement (bare metal hosts, prometheus, within a docker container, etc) |
| ML.ENERGY Leaderboard: How much energy do LLMs consume? | | | |
| Zeus: Deep Learning Energy Measurement and Optimization | | | |
| Vessim | | | is a co-simulation testbed for carbon-aware applications and systems that connects domain-specific simulators for renewable power generation and energy storage with real software and hardware. It's been published at HotCarbon'24. Publsihed in 2024 |
| GreenIT-Analysis | 151 | almost 2 years ago | The extension allows you to use your Dev Tools to measure the ecoIndex of a website and verify the application of web eco-design best practices defined by the "Collectif numérique responsible" |
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| ecoCode mobile | 58 | over 1 year ago | A SonarQube plugin to highlight code structures that may have a negative ecological impact |
| PowDroid | | | A lightweight CLI tool for measuring energy consumption at runtime (based on batterystats) |
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| ecoCode iOS | 5 | 11 months ago | A SonarQube plugin to highlight code structures that may have a negative ecological impact |
| FreeIPMI | | | We can get the power consumption of a bare metal machine through the DCMI (IPMI extension) |
| ipmitool | 1,354 | over 2 years ago | We can get the power consumption of a bare metal machine through the DCMI (IPMI extension) |
| PowerAPI | | | A Linux software-defined power meter to estimate process-scale power consumption in real time |
| PowerTOP | | | A Linux tool to diagnose issues with power consumption and power management |
| turbostress | 25 | over 4 years ago | This tool generates load and outputs computer power metrics for this load |
| Carbonalyser - TheShiftProject | | | |
| Carbonara - Digital4Better | 5 | over 2 years ago | A custom element displaying web navigation carbon footprint |
| Carbon Footprint of Sending Data | | | An online calculator for estimating carbon emissions from network traffic, based on the Shift projects Lean ICT report |
| CO2.js | 430 | 11 months ago | An npm module for accessing the green web API, and estimating the carbon emissions from using digital services |
| EcoGrader.com | | | An online website carbon estimator |
| ecoIndex | | | Estimates the carbon footprint of public Web sites and pages (in French) |
| ec0lint | 154 | over 1 year ago | Static code analysis tool providing hints for reducing the carbon footprint of websites |
| EcoMeter.org | | | Analyse the website ecodesign maturity |
| Fruggr | | | Evaluate the environmental and social efficiency of web and mobile applications |
| Globemallow.io | | | Sustainable web development + design best practice reports. Analytics & Ad Blocker reduces the energy required for page load and protects your privacy |
| GreenFrame.io | | | Calculate Carbon Footprint of website |
| GreenSpector | | | |
| Kastor.green | | | Evaluate ecodesign compliance of websites and web applications |
| Website Carbon Calculator | | | An online website carbon estimator |
| WeDeex - Chrome | | | |
| WeDeex - Edge | | | |
| Beacon | | | Calculate the environmental impact of a web page |
| powercfg | | | Blog : |
| WeDeex | 6 | over 4 years ago | Blog : |
Green Software / Organizations |
| Climate Action Tech | | | |
| Climate Change AI | | | |
| Digital Emissions | | | |
| Green Software Design Community | | | |
| Green Software Foundation | | | |
| Roll the Cloud | | | |
| SustainableIT.org | | | |
| The Green Grid | | | |
| The Green Web Foundation | | | |
| The Shift Project | | | (Specifically, their Digital Sobriety / Lean ICT project) |
| TimeForThePlanet | | | |
Green Software / Courses |
| The Principles of Sustainable Software Engineering | | | |
| Sustainable software engineering by openHPI | | | |
| Harvard ENVR S-186: Enabling a Sustainable Digital Transformation | | | |
| Curso de Desarrollo de software medioambientalmente sostenible (Green Software) Spanish | | | |
Green Software / Articles / Books / Research / Articles |
| Assessing the suitability of the Greenhouse Gas Protocol for calculation of emissions from public cloud computing workloads | | | |
| Beyond Single-Dimensional Metrics for Digital Sustainability | | | |
| Estimating the marginal carbon intensity of electricity with machine learning | | | |
| How to incorporate carbon-free energy for Google Cloud regions | | | |
| How we’re making Dropbox data centers 100% carbon neutral | | | |
| Power consumption of JPEG, WebP, and AVIF | | | |
| Software Carbon Intensity (Sci): Crafting A Standard | | | |
| The Staggering Ecological Impacts of Computation and the Cloud | | | |
| What are the greenest programming languages? | | | |
| What Do We Need To Build More Sustainable AI Systems? | | | |
| Why Should Sustainability Be A First-Class Consideration For AI Systems? | | | |
Green Software / Articles / Books / Research / Books |
| 101 Green Software: A Practical Guide for Developers & Architects | | | |
| Building Green Software: A Sustainable Approach to Software Development and Operations | | | |
| Empowering Green Initiatives with IT: A Strategy and Implementation Guide | | | |
| Designing for Sustainability: A Guide to Building Greener Digital Products and Services | | | |
| Green IT For Dummies | | | |
| Green Software Essentials: A Q&A Guide for Practitioners | | | |
| Sustainable IT Playbook for Technology Leaders | | | |
| Sustainable Web Design | | | |
| The Green IT Guide | | | |
Green Software / Articles / Books / Research / Research |
| Carbon-Neutralized Task Scheduling for Green Computing Networks | | | |
| Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning | | | |
| Climate Change and AI: Recommendations for Government Action | | | |
| Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI | | | |
| Energy and Policy Considerations for Deep Learning in NLP | | | |
| Energy-Efficient AI | Vivienne Sze | TEDxMIT | | | |
| Exploring the Carbon Footprint of Hugging Face's ML Models: A Repository Mining Study | | | |
| Good News About the Carbon Footprint of Machine Learning Training | | | |
| How to estimate carbon footprint when training deep learning models? A guide and review | | | |
| Measuring the Carbon Intensity of AI in Cloud Instances | | | |
| Quantifying the Carbon Emissions of Machine Learning | | | |
| SECure: A Social and Environmental Certificate for AI Systems | | | |
| The AI Gambit — Leveraging Artificial Intelligence to Combat Climate Change: Opportunities, Challenges, and Recommendations | | | |
| The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink | | | |
| The Imperative for Sustainable AI Systems | | | |
| Towards Environmentally Equitable AI via Geographical Load Balancing | | | |
| The Two Faces of AI in Green Mobile Computing: A Literature Review | | | |
| Unraveling the hidden environmental impacts of AI solutions for the environment | | | |
| Chasing Low-Carbon Electricity for Practical and Sustainable DNN Training | | | |
| Zeus: Understanding and Optimizing GPU Energy Consumption of DNN Training | | | |
| An Analysis of Energy Consumption and Carbon Footprints of Cryptocurrencies and Possible Solutions | | | |
| Confronting the Carbon-footprint Challenge of Blockchain | | | |
| Ethereum Emissions: A Bottom-up Estimate | | | |
| A Comparative Study of Methods for Measurement of Energy of Computing | | | |
| An experiment-driven energy consumption model for virtual machine management systems | | | |
| EnergiBridge: Empowering Software Sustainability through Cross-Platform Energy Measurement | | | |
| Let’s Wait Awhile: How Temporal Workload Shifting Can Reduce Carbon Emissions in the Cloud | | | |
| Going Green: Optimizing GPUs for Energy Efficiency Through Model-steered Auto-tuning | | | |
| Green-aware Mobile Edge Computing for IoT: Challenges, Solutions, and Future Directions | | | |
| Measuring IT Carbon Footprint: What is the Current Status Actually? | | | |
| Quantifying the Carbon Emissions of Computation | | | |
| Accounting for carbon emissions caused by cryptocurrency and token systems | | | |
| Architectural Tactics to Optimize Software for Energy Efficiency in the Public Cloud | 0 | about 4 years ago | |
| Balancing Power Systems with Datacenters Using a Virtual Interconnector | | | |
| Carbon-Aware Computing for Datacenters | | | |
| Hiding Greenhouse Gas Emissions in the Cloud | | | |
| Power consumption and efficiency of cooling in a Data Center | | | |
| Quantifying the Benefits of Carbon-Aware Temporal and Spatial Workload Shifting in the Cloud | | | |
| Supporting energy-awareness for cloud users | | | |
| The Case for Energy-Proportional Computing | | | |
| The Dirty Secret of SSDs: Embodied Carbon | | | |
| Treehouse: A Case For Carbon-Aware Datacenter Software | | | |
| Verifiable Sustainability in Data Centers | | | |
| A Framework For Collective Carbon Neutrality | | | |
| Methodological Guide - Bilan Carbone (French) | | | |
| Putting a CO2 figure on a piece of computation | | | |
| The energy and carbon footprint of the ICT and E&M sector in Sweden 1990–2015 and beyond | | | |
| The Most Important GHG Accounting Concept You May Not Have Heard of: The Attributional Consequential Distinction | | | |
| Tracking emissions in the US electricity system | | | |
| Energy Efficiency Across Programming Languages | | | |
| Google Apps: Energy Efficiency in the Cloud | | | |
| Green and Sustainability in Software Development Lifecycle Process | | | |
| GreenC5: An Adaptive, Energy-Aware Collection for Green Software Development | | | |
| Software development methodology in a Green IT environment | | | |
| Is quantum computing green? An estimate for an energy-efficiency quantum advantage | | | |
| DImpact | | | |
| CarbonTag: A browser-based method for approximating energy consumption of online ads | | | |
| Quantifying Carbon Emissions due to Online Third-Party Tracking | | | |
awesome-green-software 
protontypes/open-sustainable-technology
cncf-tags/green-reviews-tooling
thegreenwebfoundation/grid-intensity-go