Take it at your own pace.

The granite-geospatial-canopy-height model is a fine-tuned geospatial foundation model for predicting the canopy height (i.e., height of trees and vegetationon the Earth's surface) using optical satellite imagery.

Free

We use satellites, other remote sensing techniques, and artificial intelligence to deliver a detailed look at global emissions that gets even better over time.

Free

GeoAI accelerates the analysis of complex geospatial data, enabling organizations to uncover patterns, adapt to evolving datasets, and address critical environmental challenges through AI-driven insights.

Paid

Protomaps is an open source map of the world, deployable as a single static file on cloud storage

Free

At Brthrs we believe in the power of technology to drive positive change. Our team of Brthrs and Sstrs consists of digital experts focused on developing customized AI solutions that are not only innovative but also ethically responsible and privacy-oriented.

Freemium

An AI-powered database that puts thousands of climate-positive projects at your fingertips.

Free

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

Free

Local API and monitoring agent focussed on environmental impacts of the host.

Free

This solution integrates smart waste classification, real-time analytics, and seamless user experience.

Free

NVIDIA Earth-2 combines the power of AI, GPU acceleration, physical simulations, and computer graphics to develop applications that can simulate and visualize weather and climate predictions at a global scale with unprecedented accuracy and speed.

Paid

ChatESG aims to revolutionise the ESG advisory space by offering a cloud-based AI-driven platform tailored specifically for business seeking to integrate or enhance ESG strategies, practices, and compliance within their operations.

Freemium

In an exciting development for the meteorological community, we are proud to announce that users can now run AI models using ECMWF's open data themselves. This breakthrough democratizes access to cutting-edge weather forecasting technology and opens new possibilities for research, education, and application development.

Free

Estimate your AI model's carbon footprint.

Free

End-to-end carbon footprint modeling tool.

Free

A tool to estimate energy use (kWh) and carbon emissions (gCO2eq) from LLM usage.

Free

A data model and a viewer for carbon footprint scenarios.

Free

Multi-criteria impacts of compute resources taking into account manufacturing and usage.

Free

Compute resources data explorer not limited to AI.

Free

Compute carbon footprint of IT resources taking into account manufactuing and usage (🇫🇷 only).

Free

Leveraging insights from 18 Economist Impact indices, over 1700 indicators, 70 reports and 400 articles from The Sustainability Project to address your sustainability questions.

Free

GreenFrame helps developers build low-carbon, energy-efficient web applications and reduce their environmental footprint, using a state-of-the-art platform based on real science.

Free

Enter a natural language prompt describing your curiosity about changes in vegetation due to urbanization through this Hugging Face platform.

Free

Unlocking insights with generative AI and multiple foundation models from Google.

Free

Matter PD (product development) is designed to support design for sustainability and earlier identification of impacts and hot spots in the design process.

Freemium

A Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).

Free

Python library for modeling contrails and other aviation climate impacts.

Free

IBM and the European Space Agency (ESA) introduce TerraMind, the first multimodal, any-to-any generative foundation model for Earth Observation. TerraMind reaches new SOTA results on downstream tasks and introduces the "Thinking-in-Modalities" approach to handle missing modalities. The model was pre-trained in partnership with Jülich Supercomputing Centre (Forschungszentrum Jülich) and supported by the FAST-EO project.

Free

Explore Climate Change AI's subject directory with different areas and solutions along with it.

Free

The Speed & Scale plan lays out 10 objectives to cut emissions to net zero by 2050. So how are we doing? Watch, read, or dig into the data below to track the world’s progress.

Free

A directory and analysis of the open source ecosystem in the areas of climate change, sustainable energy, biodiversity and natural resources.

Free

GitHub's Green Software Directory is a simple and easy-to-use resource that all developers can use to adopt green software tools. This list aims to help any developer find green software projects available on GitHub.

Free

This blog post introduces SmolLM, a family of state-of-the-art small models with 135M, 360M, and 1.7B parameters, trained on a new high-quality dataset. It covers data curation, model evaluation, and usage.

Free

I return information from a combination of online search, and the nature tech directory database which is built and maintained by Nature4Climate and NatureTechMemos to help you find AI and nature tech solutions.

Free

Estimate the energy and water footprint of your AI usage. The extension uses the length of your messages and ChatGPT's replies to estimate energy usage based on GPT-4o's characteristics. The results are estimates, not guarantees, but give you a sense of your AI footprint. It runs securely in your browser and never sends your data anywhere. 🌱

Free

Jeo (Jax for Earth Observation): Geospatial model training for Earth Observation with Jax / Flax from Google Deepmind

Free

GeeFlow: Large-scale geospatial datasets generation and processing with Google Earth Engine (GEE).

Free

Cloud Carbon Emissions Measurement and Analysis Tool: Understand how your cloud usage impacts our environment and what you can do about it

Free

Members of Boavizta association have developed these 5 tools under open licenses, providing reliable, up-to-date, and accessible resources for measuring and reducing the environmental impact of digital technology including BoaviztAPI, BoAgent, CloudScanner, Datavizta, and Energizta.

Free

Chrome browser extension to estimate and report ChatGPT carbon emissions during conversations.

Free

Reduce emissions, improve performance, meet your website goals faster.

Free

The one-stop platform for discovering and contributing to green software solutions. This project aims to build a trusted ecosystem of tools, libraries, and resources that promote sustainable software development practices and is a part of the Green Software Foundation (GSF)

Free

Kube-green is a Kubernetes operator that allows to shut down environments or specific resources in order to optimize resource utilization, limiting energy waste. kube-green comes preinstalled in the Mia-Platform PaaS, and it is immediately available for configuration.

Free

openLCA is a free, professional Life Cycle Assessment (LCA) and footprint software with a broad range of features and many available databases, developed by GreenDelta since 2006.

Free

CO2.js is an open-source JavaScript library that enables developers to estimate the emissions related to use of their apps, websites, and software.

Free

The Green Metrics Tool is a free open-source (FOSS) tool we designed to enable developers best to measure the energy / CO2 consumption of software architectures.

Free

The Landsat Analysis Ready Data (ARD) created by the Global Land Analysis and Discovery Lab (GLAD) at the University of Maryland serves as a spatially and temporally consistent input for land cover mapping and change detection at global to local scales. The GLAD ARD represents a 16-day time series of globally consistent, tiled Landsat normalized surface reflectance from 1997 to the present operationally updated every 16 days. Only data from 2020 to present available on the AWS, older data is available through the UMD API.

Free

Explore the data from the paper 'Misinformation by Omission: The Need for More Environmental Transparency in AI' published by the all-star team at Hugging Face

Free

Earth Map is an innovative, free and open-source tool developed by the Food and Agriculture Organization of the United Nations (FAO) in the framework of the FAO - Google partnership. It was created to support countries, research institutes, farmers and members of the general public with internet access to monitor their land in an easy, integrated and multi-temporal manner. It allows everyone to visualize, process and analyze satellite imagery and global datasets on climate, vegetation, fires, biodiversity, geo-social and other topics. Users need no prior knowledge of remote sensing or Geographical Information Systems (GIS).

Free

Remap is an online mapping platform for people with little technical background in remote sensing. We developed remap to enable you to quickly map and report the status of ecosystems, contributing to a global effort to assess all ecosystems on Earth under the IUCN Red List of Ecosystems.

Free

Production of soil data predictions using scikit-map through a Github repo.

Free

Explore the datasets using the Tanager Core Imagery with Planet AI.

Free

Map, analyze and act. Turn messy spatial data into decisions in minutes using a combination of AI and agentic AI workflows.

Freemium

This is a branch by Karol See to extend JV and Debbie's initial cost estimator by including sustainability metrics in Gen AI use cases and is inspired by Mistral AI's LCA analysis.

Free

Google DeepMind has released a new satellite embedding dataset called AlphaEarth. This dataset contains annual satellite embeddings from 2017 to 2024, with each pixel representing a 10x10 meter area. The dataset is available on Google Earth Engine, and can be used to train machine learning models to classify satellite imagery. Try out this exercise to learn more about how to use AlphaEarth!

Free

Developed by Meta FAIR, Georgia Institute of Technology, and CuspAI, this release enables rapid, accurate screening of carbon capture materials and can help accelerate climate solutions using AI. Check out the dataset and tools on Hugging Face.

Free

This new AI model integrates petabytes of Earth observation data to generate a unified data representation that revolutionizes global mapping and monitoring from Google.

Freemium

DINOv3: foundation models producing excellent dense features, outperforming SotA w/o fine-tuning. Explore on Hugging Face.

Free

A planetary‑scale, multimodal analysis‑ready dataset for Earth‑Observation foundation models: TerraMesh merges data from Sentinel‑1 SAR, Sentinel‑2 optical, Copernicus DEM, NDVI, and land‑cover sources into more than 9 million co‑registered patches ready for large‑scale representation learning.

Free

NASA and IBM joined forces to create the Surya Heliophysics Foundational Model, a powerful AI model trained on 14 years of observations from NASA’s Solar Dynamics Observatory (SDO). By embracing the principles of open AI and open science, IBM and NASA are actively contributing to the global mission of promoting knowledge sharing and accelerating innovations. We hope that the AI community find our efforts useful and that our models help fuel progress in addressing critical science challenges.

Free

By sharing knowledge, identifying the barriers, and creating solutions to overcome them.

Freemium

We are dedicated to helping organizations reduce the carbon footprint associated with cloud computing through the Li10 CO2 Monitor, Li10 Usage Report, and Li10 Governance.

Free

TESSERA is a foundation model that can process time-series satellite imagery for applications such as land classification and canopy height prediction. Developed at the University of Cambridge, it enables efficient extraction of temporal patterns from Earth observation.

Free

The Climate Tech Atlas seeks to ignite bold, scalable breakthroughs and drive ambitious global investment in existing, emerging, and yet-to-be-discovered climate technologies. We invite students, innovators, investors, policymakers, philanthropists, and the inherently curious to join us in envisioning and building a decarbonized future.

Free

The Greening Digital Dashboard is powered by insights from the Greening Digital Companies: Monitoring Emissions and Climate Commitments series by ITU and the World Benchmarking Alliance, which tracks emissions and climate commitments from 200 digital companies. These reports provide the foundation for setting science-backed targets and monitoring progress.

Free

It's hard to know what to believe about the ecological impact of generative AI when the Internet seems evenly divided between "Stop worrying" and "It's the apocalypse." This nonpartisan calculator is an attempt to provide a more objective comparison of the energy and water usage of various AI tasks versus other common digital activities, like watching Netflix or searching Google. The calculations are based on academic papers, industry reports, and expert estimates. The calculations include only current energy and water usage, and not growth scenarios or actual environmental impact. Even for energy and water, it's extremely difficult to do more than estimate values given the lack of transparency in the tech industry. It's also unclear how some future tradeoffs will play out, eg whether improved efficiencies will cancel out increased demand. These calculations also exclude numerous potential AI downsides apart from environmental risks, which you can find explained in the IMPACT RISK framework.

Free

Check out this AI Impact Calculator to find out your environmental impact through energy, water, and carbon metrics designed by Aleksi Tukiainen.

Free

Foundation models for Earth Observation.

Freemium

Welcome to the Guidelines for Developing Energy-Efficient and Sustainable Software Repository! This repository was developed as part of the Green Computing pillar of the Green Digital Action initiative. GDA is a partner-led multi-stakeholder initiative, powered by the International Telecommunication Union (ITU), bringing together private and public partners worldwide to advance climate action through digital innovation.

Free

Using satellite evidence with community-resilience indicators to support decisions before, during, and after climate shocks.

Free

An AI powered geospatial application that allows you to explore and visualize Earth science data using natural language.

Free

Generate a structured green software technical report, including trade-offs and impact following Green Software Foundation principles.

Free

Built on years of modeling the world and Gemini’s advanced reasoning, Earth AI is helping enterprises, nonprofits, and cities with everything from environmental monitoring to disaster response.

Freemium

A LIBER Digital Scholarship & Data Science Topic Guide for Library Professionals.

Free

Yeah benchmarks are cool and stuff, but how are your model's vibes? With this tooling you'll hopefully be able to see via the magic of search/retrieval from your laptop! This repo was originally inspired by the Earth Genome notebook tooling. GeoVibes supports comparison of multiple embeddings models through nearest neighbors search. It supports Google's AlphaEarth embeddings as well as other benchmarks such as ViT and Clay.

Free

Alba is a Chrome extension that brings environmental transparency to AI usage. It overlays real-time estimates of energy, carbon, and water use for every AI query, helping users understand, reduce, and report the footprint of their digital interactions.

Free

The Azure Planetary Computer client library provides programmatic access to Microsoft Planetary Computer Pro, a geospatial data management service built on Azure's hyperscale infrastructure. Microsoft Planetary Computer Pro empowers organizations to unlock the full potential of geospatial data by providing foundational capabilities to ingest, manage, search, and distribute geospatial datasets using the SpatioTemporal Asset Catalog (STAC) open specification.

Free

The Sustainable Games Standard is designed to empower the entire industry to actively make gaming the most sustainable form of entertainment. It is structured into several components that offer activity-based insights and data relevant to different roles across the games industry, particularly developers, sustainability managers, and service providers, helping them better understand and optimize their work through a sustainability lens, with positive implications for business performance and emission reduction.

Free

Explore how to benchmark your web sustainability maturity through this app.

Free

OlmoEarth Platform brings the power of state-of-the-art AI to the organizations and communities that need it most. It turns Earth data into timely, actionable insights , no AI expertise needed.

Free

ChatNetZero is engineered to merge expert-level Net Zero domain knowledge with the capabilities of Large Language Models (LLMs), all while overcoming the limitations that have made LLMs less trusted within the climate change community.

Free

Dive into this massive list built and maintained by Nicole Hennig exploring different aspects of the data center and generative AI movement!

Free

Real-time SCI scores for dreamfold.dev applications and the Software Carbon Intensity Dashboard.

Free

We're introducing Groundsource, a new scalable methodology that leverages Gemini to transform unstructured global news into actionable, historical data. Our first, open-access Groundsource dataset for urban flash floods comprises 2.6 million records, paving the way for more accurate, life-saving forecasts.

Paid

This calculator estimates the embedded impacts (manufacturing, distribution, end-of-life) of a graphics card based on 16 Product Environmental Footprint (PEF) impact criteria (excluding the use phase). It is based on the parametric model developed for ADEME by Tide and Hubblo as part of research published in 2025 (Falk et al., 2025). The model is the result of extensive data collection, including the dismantling of a dozen graphics cards and the performance of a dozen elemental analyses.

Free

AI-powered toolkit for analyzing sustainability reports. Extracts structured, evidence-based answers from corporate disclosures. Supports ESRS analysis, climate risk assessment, benchmarking, and greenwashing detection.

Free

3D Earth visualization platform focused on creating interactive 3D visualizations of planetary systems and environmental/geospatial data.

Free

Open scientific knowledge base documenting manufacturing processes, value chains, and environmental assumptions for key digital components like processors, circuit boards, and displays. Supports life cycle assessment (LCA) and sustainable design decisions across the digital value chain.

Free

Natural language search for satellite and aerial imagery via geo-embeddings , 'search satellite and aerial imagery the way you'd search the web.' Includes a developer API and Discover, a free web app for exploring geospatial data. Applications: biomass measurement, damage mapping, wind/solar farm tracking, oil rig and vessel detection.

Freemium

An AI-powered satellite imagery search platform built by Earth Genome that lets environmental defenders apply labels to train models that detect features anywhere on the planet , illegal mining, large-scale livestock facilities, clandestine airstrips, deforestation, waste sites, and other ecosystem disturbances , in minutes rather than months.

Freemium

An open-source tool that estimates the environmental footprint of data centers and their services using models aligned with ADEME's Datacenters and Cloud Services methodology. Evaluates lifecycle impacts (manufacturing, transport, use, end-of-life) across carbon emissions, resource depletion, and particulate matter for facilities and specific hosting services.

Free

Using the carbon.txt syntax and validator, this directory has extracted sustainability data from over 2500 AI model cards from Hugging Face that are listed with co2_eq_emissions metadata.

Free

An open, interoperable map data platform from the Overture Maps Foundation that provides free, standardized global geographic datasets with stable entity identifiers, letting organizations combine map data across sources without manual reconciliation.

Free

AI is here to stay , but it comes with an environmental cost. Offset AI helps you monitor your usage and neutralize its impact with one simple browser extension. Use as an individual or get your whole company involved.

Paid

An MCP-server version of Ekimetrics' ClimateQ&A, an LLM assistant that answers climate and biodiversity questions grounded in IPCC and IPBES scientific reports. Packaging it as an MCP tool lets the climate Q&A engine plug directly into AI assistants and agent workflows.

Free

This playbook offers a tangible toolkit based on Google's internal experimentation to help organizations streamline and enhance their sustainability reporting processes with AI.

Free

Tell us what you want to see on a map , in plain language. OpenMaps connects hundreds of open data sources worldwide, builds the map, and gives you a link to share. Ready in a minute.

Freemium

A web-based GIS that runs in your browser with no installation, no download, and no login! It has become a go-to tool for daily geospatial work.

Free

The tool is designed to bring consistency, transparency, and scientific robustness to HVAC decarbonization studies, reducing reliance on proprietary or ad hoc internal modeling approaches.

Free

Explore satellite embedding datasets directly in the browser. Switch between analysis modes using the tabs.

Free

Look into the carbon intensity of data centers and other infrastructure through the UK API.

Free

Explore, analyze, and understand the physical world with agentic AI, powered by the world's largest living record of Earth.

Freemium

An open-source R wrapper for CodeCarbon that helps users track the energy, carbon, and related sustainability impacts of R programs.

Free

A free AI chat and reusable prompt designed to shorten model responses, with estimated per-response energy and carbon savings based on the EcoLogits methodology.

Free

Open-source visualization project for exploring large geospatial point datasets, adapted from Embedding Atlas. The repository includes environmental-data examples such as a global tree explorer.

JAX-based differentiable Earth system modeling software that couples physical components and supports gradient-based analysis and hybrid AI-physics research.

Free/paid

Enhance decision making with robust climate information for researchers, policymakers, and business leaders using a GPT built for climate change research and AI.

Free

The Google Environmental Insights Explorer (EIE) is a free data and analytics tool that helps cities and regions measure emissions, run analyses, and develop strategies for reducing their environmental impact.

Free

We make Climate Risk understandable and climate information more accessible to the broader communities.

Free

Green Skills Map is an open-source framework initiated by HolonIQ for the purpose of cataloging, evaluating, and contextualizing the different components of the rapidly expanding field of green jobs.

Free

ClimateQ&A is a a conversational assistant designed to help you understand climate change and biodiversity loss by answering questions by sifting through the IPCC and IPBES scientific reports.

Free

To make progress against the pressing problems the world faces, we need to be informed by the best research and data. Our World in Data makes this knowledge accessible and understandable, to empower those working to build a better world.

Freemium

Explore Climatic's interactive Climate AI market. Find solutions and companies to the AI and Climate niche.

Free

The Policy Radar's primary goal is to proactively engage with policymakers and shape future legislation, fostering a deeper understanding of the policy landscape and enabling members to participate effectively in policy development.

Free

The landscape database contains measurement and optimization tools for achieving green software goals.

Free

Part of the Nonprofit AI book that is available, these resources are perfect for any non-profit stakeholder that is trying to learn more about and use AI in their workflows.

Freemium

Explore the four pillars of data center reform + several pieces of legislation have been introduced for the 2025 General Assembly session that advocate for a smarter development approach and embrace parts of our four main pillars of reform through the Piedmont Environment Council.

Free

BeehAIve® (‘𝑏𝑒𝑒ℎ𝑖𝑣𝑒’) the world's first hashtag#ethicalAI assurance platform championing safety, standards and sustainability from Ethical AI.

Freemium

Try out Google's new vibe-coding app and see what you can create in the AI for Good space.

Freemium

Explore the new website dedicated to AI tools being used in the US federal government.

Freemium

Essential insights and in-depth guides on AI for global health professionals, written & curated by Nate Miller.

Freemium

The Corporate Litigation & Accountability Research Assistant from Oxford's Sustainable Law Programme's Climate Litigation Lab. Ask natural questions over litigation‑relevant archives and get reliable, citation‑rich answers generated by a large language model.

Freemium

Apertus is a 70B and 8B parameter language model designed to push the boundaries of fully-open multilingual and transparent models. The model supports over 1000 languages and long context, it uses only fully compliant and open training data, and achieves comparable performance to models trained behind closed doors. The Swiss National AI Institute (SNAI) is a partnership between the two Swiss Federal Institutes of Technology, ETH Zurich and EPFL that designed Apertus.

Free

The Technology Policy Assistance Facility, established under the G20 Presidency of South Africa, is a web-based platform designed to help authorities and stakeholders design and implement ethical, inclusive, and future-ready technology and AI policies.

Free

Open ecosystem of 600+ scientific tools to turn any large language model into an AI scientist.

Free

The Observatory for AI Assurance, Security, and Global Governance.

Free

Make your voice heard, access concise summaries and craft persuasive comment letters that help shape environmental policies for a sustainable future.

Free

In this interactive experience, you’ll step into the role of a Chinese AI developer navigating the complex landscape of building an AI system. At each stage of the tech stack, from sourcing data and talent, to acquiring hardware and software, to scaling your business and marketing your product, you’ll be forced to weigh competing priorities. Sometimes you’ll trade price for performance, or cost for time. Other times, you’ll balance political constraints against commercial opportunity. Each path reflects the unique pressures and possibilities of innovating in China’s AI ecosystem.

Free

An integrated decision-support platform that helps governments, researchers, and citizens monitor, analyze, and act on climate vulnerability, risk, and adaptation data. It brings together diverse datasets into one unified system for easy visualization and interpretation. Users can explore regional trends, assess climate hazards, and identify suitable adaptation measures. The platform empowers evidence-based decision-making to build resilience and support sustainable development goals.

Free

ChatNDC is an AI-powered platform designed to enhance access to and understanding of climate policy data information.

Free

AI may soon be capable of producing rigorous economic research. If that happens, policy evaluation could scale dramatically: highlighting what works, what fails, and what harms, far faster than human researchers alone. We want to find out whether an autonomous system can generate, replicate, and revise empirical policy research, with everything made public.This is an experiment in building reliable AI research systems.

Free

Small AI questions the scale-driven, inhuman narratives that dominate the AI landscape today. Inspired by notions of fractals, friction and fragmented-ness in nature, it highlights the value of localized, small-scale approaches that prioritize people, environments, and nuanced processes over abstract, endless optimization.

Free

Pacific Northwest National Laboratory (PNNL) is building a one-stop data platform and a powerful suite of artificial intelligence (AI) tools to streamline and accelerate the review process for critical federal infrastructure.

Paid

The Climate Tech Map is your guide to the known frontiers and unknown breakthroughs that will define our future. Explore the frontiers and find a breakthrough of your own.

Free

This 2025 Federal Agency Artificial Intelligence (AI) Use Case Inventory repository consolidates AI use case inventories from across U.S. Federal agencies, consistent with Section 5 of Executive Order (EO) 13960, “Promoting the Use of Trustworthy Artificial Intelligence in the Federal Government,” and pursuant to the Advancing American AI Act and OMB Memorandum M-25-21, “Accelerating Federal Use of AI through Innovation, Governance, and Public Trust.” This repository demonstrates American leadership in AI and provides transparency into how Federal agencies are using AI technology to improve their services to the public.

Free

A free interactive tool that rates the AI resilience of over 1,597 U.S. occupations, classifying each as 'Changing Fast' (0, 30%), 'Evolving' (30, 70%), or 'Stable' (70, 100%). Scores are generated by combining data from the Bureau of Labor Statistics, Anthropic, Microsoft, and Will Robots Take My Job. Users can search any occupation to understand how AI may affect their career trajectory.

Free

Newly reported layoffs where AI is either explicitly cited or credibly blamed as a material factor. Reporting window starts January 1, 2025.

Free

A framework for evidence-based city policy analysis. Built on world-class methodologies from the Bloomberg Centers at JHU and HKS, J-PAL at MIT, and The GovLab at NYU and Northeastern, connecting Claude AI to live open data from Boston, Pittsburgh, and San Jose.

Free

AI-powered tool for structuring scientific research papers with intelligent mentoring through hypothesis formation, methodology design, and comprehensive research planning.

Free

An AI coding assistant skill that transforms folders of code, documentation, papers, and images into queryable knowledge graphs. Performs deterministic AST extraction across 20 programming languages without requiring an LLM, uses Claude subagents to analyze documents and images in parallel, and builds NetworkX graphs clustered with Leiden community detection. Demonstrates 71.5x token reduction on mixed corpora vs. reading raw files, reducing unnecessary API calls and supporting more sustainable AI development.

Free

An interactive tracker by Interconnected Capital monitoring municipal, county, and state-level construction bans and moratoriums on data center development across the United States in 2026.

Free

A monitoring platform that maps AI and data center legislation across North America, Europe, and Asia-Pacific. Aggregates bill statuses, facility locations, energy consumption data, and political voting records , tracking 734 bills, 283 data center facilities, and 561 politicians , to visualize the regulatory landscape around AI governance and computational infrastructure.

Free

A nonprofit AI-powered platform providing free access to U.S. congressional policy intelligence , bill tracking, representative information, and lobbying disclosures. Includes plain-language summaries, semantic search, and an AI chatbot ("Ask Billie") for legislative queries.

Free

A comprehensive map of the individuals and groups with the potential to shape AI policy in the United States. The goal is to produce a structured, shareable, and dynamic resource that identifies who is working on what, where the gaps are, and which partnerships might form across ideological and organizational lines.

Free

A collaborative multi-agent AI partner from Google DeepMind that helps researchers develop new hypotheses in life sciences and beyond.

Paid

Published in Nature, Empirical Research Assistance (ERA) is an AI tool for expert-level scientific coding that helped build the Computational Discovery prototype, now available through a trusted tester program in Google Labs.

Paid

A real-time scoreboard tracking the cumulative spend versus revenue of frontier AI companies, visualizing the gap between massive capital expenditures and the returns currently generated across the industry.

Free

A list of organizations by Karen Hao and other journalists to show which groups are resisting against Big Tech and AI.

Free

We are excited to host the fourth Climate Change AI Virtual Summer School in 2026! This year's program will take place from July 19 to August 22, 2026. Join us now for the summer cohort.

Paid

Data centers bring real tradeoffs for a community's budget, grid, and neighborhoods. Whatever outcome you're hoping for, you have a say. This guide provides real tools to secure benefits from buildouts, hold down utility costs, and bring transparency to the process from the Americans for Responsible Innovation.

Free

A living directory of open problems in science, each one submitted by a UK-based researcher at the frontier: a lab with the expertise, the data, and a question that AI could move. Starting with the UK, it's the same tool we use internally to match our Fellows to projects and collaborators. Now it's open to everyone.

Free

A continuation of the AI 2027 report and where AI development can go in the future.

Free

LegalOSS is a small index of open-source legal software. Every entry is a real GitHub repository, its stats come straight from GitHub, and each repository can be listed exactly once. Browsing needs no account.

Free

A public measurement platform that aggregates 7 sources of real-use conversation datasets, covering samples dated from 2023 to 2026 and 52+ models, and annotates every conversation under a unified taxonomy of 145 features covering prompt, response, turn, and conversation structure.

Free

What just changed across the database: new funding and exec moves, hiring surges and leadership searches, first-time backers, follow-ons and exits, the moment we detect it.

Freemium

A searchable database from the World Resources Institute and Data for Progress covering more than 70 publicly available community-benefits agreements, host community agreements, project workforce agreements, community-benefit plans, and related frameworks. Users can filter records by framework type, sector, state, and included benefits, then review project summaries, parties, benefit provisions, and source documents.

Free

A source browser of public posts, research, contracts, and proposals that communities can use when developing a data center community benefits agreement.

Free

A salary and benefits benchmarking resource based on primary survey responses from professionals who design, build, operate, and invest in data centers.

Free

Public Airtable compares U.S. gubernatorial candidates' data center positions by state, with summary categories, reference fields and a data dictionary.

Free

Madalina Buzdugan's free questionnaire-based starter kit generates a sustainable AI policy section for organizations to adapt, adding environmental footprint considerations to their AI policies.

Free

Digital infrastructure careers hub with a six-question career path finder, employer-sourced openings, role and certification guides, skills-gap guidance, application preparation and job alerts.

Unknown

Industry’s premier, independent ranking of the most energy-efficient supercomputers globally.

Free

CRWN.ai provides real-time insights into transmission systems, helping utilities reduce costs and emissions by detecting failures early and optimizing grid reliability and resilience.

Paid

The Climatik Project develops a scalable, power-efficient LLM inference service using Kubernetes, integrating power capping, event-driven autoscaling, and real-time CPU/GPU energy monitoring to optimize AI sustainability.

Free

Carbon Explorer evaluates solutions make datacenters operate on renewable energy holistically by including embodied and operational footprints.

Free

Welcome to AI Energy Score! This is an initiative to establish comparable energy efficiency ratings for AI models, helping the industry make informed decisions about sustainability in AI development.

Free

A metrology agent dedicated to electrical power consumption metrics.

Free

Monitor power consumption of multiple platforms and processes.

Free

A modular and efficient software measurement tool.

Free

PowerLetrics is a framework designed to monitor and analyze power consumption metrics at the process level on Linux.

Free

A framework to enable efficient power management and performance optimizations.

Free

This dataset has been built using publicly-available data from ISOs/RTOS and non-ISO utilities. The tool visualize the number of interconnection request to the U.S. national power grid.

Freemium

Welcome to the most comprehensive platform for electricity data. A modern API, an interactive app, and extensive datasets.

Free

Download historical location-based electricity data with hourly granularity for free. Data includes consumption-based carbon intensity from both direct operations and life cycle analysis (LCA) for the years 2021-2024.

Free

Benchmarking LLMs on performance and energy.

Free

Your own personalized solar savings estimator, powered by Google Earth imagery.

Free

Tapestry is X’s moonshot for the electric grid. The team is building an AI-powered, unified platform for every job across the grid. They are working with partners around the world to weave together the technology and information needed to manage the grid today, and plan for tomorrow.

Paid

Enabling research, collaboration, and transparency by providing open access to energy data and information.

Free

How much energy do your chatbot conversations consume? The first AI chat interface with real-time energy estimates! This tool from Hugging Face helps users compare models, tasks, and strategies (like reasoning), empowering informed decisions. Even small energy savings can scale up across millions of queries, model choice or output length can lead to major environmental impact.

Free

This release consolidates the ElectricityMaps sources, introduces new CO₂-intensity signal support in WattTime, and rounds out the release with documentation improvements and critical bug fixes.

Free

The IEA’s Energy and AI Observatory provides up-to-date data and analysis on the growing links between the energy sector and artificial intelligence (AI). The new and fast-moving field of AI requires a new approach to gathering data and information, and the Observatory aims to provide regularly updated data and a comprehensive view of the implications of AI on energy demand (energy for AI) and of AI applications for efficiency, innovation, resilience and competitiveness in the energy sector (AI for energy).

Free

EnergyKit provides a grid forecast for your app to help people choose when to use electricity by identifying times when there‘s relatively cleaner electricity on the grid.

Paid

MapYourGrid is a global open-source project mobilizing volunteers and organizations to map electrical grid infrastructure (lines, towers, etc.), especially in the developing world to improve data availability for planning electrification, decarbonization, and energy access.

Free

Fill out the website form to receive the data set with all oil and gas-fired power plants included in this project. To learn about other resources for exploring these data, including GEM’s Wiki, summary tables, and maps, read About GEM’s Trackers.

Free

Comprehensive database of 65+ US utility tariffs for managing large-load customers, with interactive map showing status across 34 states.

Free

Interactive electricity data visualization tool from Heatmap News covering US power generation, demand, and energy market trends.

Freemium

CFR's Global Energy Innovation Index measures the contributions of thirty-nine countries to the global process of improving energy technologies. It draws on sixteen indicators that are compiled into knowledge, markets, and policy subindexes, which feed into the main index.

Free

The Cloud Kettle Index estimates how much electricity Great Britain's data centres use, then translates that load into kettle-boils per second. The point is simple: make a hard-to-picture part of the grid easier to see.

Free

Open, probabilistic day-ahead load forecasts for the US power grid. Chronos-2 fine-tuned on 7 years of EIA-930 data across all 53 reporting balancing authorities.

Free

Modelverse is the world's first marketplace for energy system models and data. Explore, download and collaborate with the community.

Freemium

An open-source, downloadable SQLite database of EPRI public publications, shared as chunked texts along with dense embeddings (created using BGE-M3). This artifact enables external organizations to ingest EPRI public documents into their internal RAG (Retrieval-Augmented Generation) pipelines.

Free

A living document, provided as an open free resource for the broader AI infrastructure industry to de-risk and streamline power. Updated June 30, 2026 (v2)

Free

The real-time dashboard for next-generation energy markets. Tracking granular accounting, round-the-clock carbon-free energy, policy markets, and implementation globally.

Free

Every data source and model for the US electric grid, on one board.

Free

Hourly timeseries for power system modelling. Click a country to inspect its profiles and download the full year of hourly data as CSV. The data is provided for the EC-Earth3 (ECE3) climate scenario.

Free

Find the startups building Europe's energy future.

Free

Inspired by Ed Hawkins' warming stripes, John Bistline created Clean Energy Stripes to show the clean-energy solution arriving. Each stripe represents a day in the life of a particular electricity grid over years: blue means low-emitting resources (wind, solar, nuclear, and hydro) won the day against fossil fuels, and orange means fossil won.

Free

The Open Inverter-Based Resource (OpenIBR) is an open-source library for grid-forming controls, designed with simplicity, transparency, and interoperability in mind. It includes simulation models and matching C language code intended for direct compilation into inverter firmware.

Freemium

An interactive California grid sandbox for editing buses, branches, loads, generators and storage, then testing dispatch, congestion and illustrative local prices under a simplified DC power-flow model.

Free

Institute for Progress platform with state energy profiles and charts for U.S. prices, electricity demand, generation and grid reliability.

Free

Open-source energy system modelling platform in development by Open Energy Transition. Roadmap lists a December 2026 MVP beta; commercial support is offered separately.

Free

Our mapping tools allow you to explore bumblebee sightings filtered by species, location, date, and more.

Free

OpenForest is an initiative to centralize open access forest monitoring datasets. This repository is open to contributions. It has been motivated by our work OpenForest: A data catalogue for machine learning in forest monitoring, ArXiv 2023.

Free

This repository hosts code for running an ensemble of two AI models: (1) an object detector that finds objects of interest in wildlife camera images, and (2) an image classifier that classifies those objects to the species level. This ensemble is used for species recognition in the Wildlife Insights platform.

Free

The world's first AI system dedicated to nature.

Freemium

Collect, measure and evaluate data to improve the effectiveness of your wildlife conservation efforts

Free

Connecting people to nature through advancing science and conservation.

Free

Uses environmental DNA (eDNA) monitoring to track biodiversity.

Paid

A nature and biodiversity management platform.

Paid

A prioritization system for land management and restoration.

Paid

LEAF is an advanced AI assistant specialized in climate change and environmental sustainability. Built with Nuxt.js and powered by Google's Gemini AI models, LEAF provides comprehensive, evidence-based responses to climate-related queries while maintaining a conversational experience.

Free

From Japan's cherry blossoms to California's redwoods, discover the amazing world of trees. With the help of AI, we’ve collected and digitized 450,000 plant specimens from 30,000 species, for you to explore.

Free

Zamba Cloud makes it easier to handle large amounts of camera trap data for research and conservation. Zamba Cloud uses machine learning to automatically detect and classify animals in camera trap videos or images.

Free

CyFi is a command line tool that uses satellite imagery and machine learning to estimate cyanobacteria levels in small, inland water bodies. Cyanobacteria is a type of harmful algal bloom (HAB), which can produce toxins that are poisonous to humans and their pets, and can threaten marine ecosystems.

Free

We run data science competitions that create AI solutions for social good.

Free

Datasets to protect Earth's forests and biodiversity. Includes global forest layers (created with partners) and benchmark datasets to motivate AI research in forest types mapping.

Free

DetecTree is a Pythonic library to perform semantic segmentation of aerial imagery into tree/non-tree pixels, following the methods of Yang et al. A pre-trained model is available at Hugging Face hub.

Free

Simplifying camera trap data analysis with AI and best part is that its open-source.

Free

FABRIC (Fab-to-grave Analysis of Biodiversity-Related Impact of Computing) is a comprehensive framework for assessing the environmental impacts of computing hardware throughout their entire lifecycle, with a particular focus on biodiversity-related impact categories with the code.

Free

Arduino and sensor-based system for monitoring temperature, humidity, and air quality at local scale.

Free

Nature Tech Collective and Conservation International are partnering to make sense of the complex and rapidly evolving landscape of nature tech with two complementary initiatives: the Nature Tech Directory, led by the Nature Tech Collective, which curates and continually updates key information on nature tech solutions and key players across the sector; and the AI Assistant, led by Conservation International in partnership with Earth Genome, which builds on databases like the Directory to provide a guided, conversational assistant that helps practitioners, funders, and innovators identify context-specific tools more efficiently.

Free

Welcome to the Global Bird Collision Mapper (GBCM), a Web app created by FLAP Canada for reporting and viewing the locations of bird collisions with buildings across the globe.

Free

SPARROW, developed by Microsoft's AI for Good Lab, is an AI-powered edge computing solution designed to monitor and protect wildlife in the most remote regions of the world.

Free

Installable geospatial skills for coding agents. Includes GDAL workflows for raster/vector data, GeoParquet validation, and Tessera CLI for embeddings.

Free

A public AI compassion leaderboard that benchmarks how well frontier large language models reason about animal welfare. Built by Compassion in Machine Learning to help advocates choose better tools and to push AI companies toward considering animal compassion in model development.

Free

alp-data (Animal Language Processing data) is a Python package that provides access to 35+ bioacoustic datasets behind one unified interface. Designed to support machine learning across species, the current datasets cover birds, marine mammals, primates, insects, anurans, and multi-taxon benchmarks.

Free

A developing Amazon-wide biodiversity monitoring initiative that aims to combine field observations, satellite data and AI to inform conservation and restoration decisions.

Unknown

Launched in 2007, Data Center Map was the first of its kind and has become an industry "go-to" resource for researching data centers.

Freemium

We are an international group of academics and industry professionals working to improve global access to educational materials for the cutting-edge field of TinyML.

Free

Chorus is developing a suite of orchestration tools that track how goods are moved and used in real-time to improve efficiency and reduce waste.

Paid

Our flagship dataset, containing over 900 models that were state of the art, highly cited, or otherwise historically notable. It tracks key factors driving machine learning progress and includes over 400 training compute estimates in EpochAI.

Free

CarbonAware is a suite of open-source tools and libraries designed to help developers build applications that can reduce their carbon footprint by making intelligent decisions based on real-time and forecasted carbon intensity data.

Free

A carbon tracking data tool for sustainable software engineering.

Freemium

Explore a curated dataset maintained by Ketan Joshi about Big Tech's emissions and energy data.

Free

NVIDIA-Nemotron-Nano-9B-v2 is a large language model (LLM) trained from scratch by NVIDIA, and designed as a unified model for both reasoning and non-reasoning tasks. It responds to user queries and tasks by first generating a reasoning trace and then concluding with a final response.

Free

Hover over a country to see parameters. Pick a data center size, turn on add mode and click on a country to place up to 5 data centers. Map created by Pawel Czyzak.

Free

An interactive dashboard by Rooted Futures Lab tracking the environmental impact of data centers across water, energy, and emissions metrics.

Free

Explore 345+ data center locations across 15 companies and see which buyers are driving carbon requirements.

Free

A database tracking where local governments and regulators across the US, UK, and Europe are rejecting or restricting data center projects through moratoria, planning refusals, zoning limits, and permitting requirements.

Free

A free, open directory of labs, test beds, core facilities, incubators, and programs that support external teams. Each listing includes clear access information, is organized by sector and capability, and continues to expand as more infrastructure comes online.

Free

Select a data center to display on the map, or search by brand or location.

Free

Google's open-source liquid-to-air cooling 'sidecar' rack that brings high-performance liquid cooling to existing air-cooled data halls one rack at a time. It captures heat at the component level and rejects it into the hot aisle through liquid-to-air heat exchangers, supporting a 60 kW thermal load per OCP ORv3 rack without re-plumbing the building.

Free

A collaborative framework from PNNL, ASHRAE, and NEMA offering scalable, non-mandatory guiding principles for the efficient design, commissioning, retrofit, and operation of AI data centers. It spans the full lifecycle from planning to operation, aiming to improve energy efficiency and support grid reliability.

Free

A geospatial ML pipeline for identifying optimal data center siting locations across the continental United States. Part of the OSDCI project (osdci-pipeline). Built by Gabriel Arnold.

Free

Data Center Atlas is a tool by the Abundance Institute exploring the local economic, fiscal, and resource impact of data center siting across the United States.

Free

As data centers rapidly expand across the country, they are driving significant demand for fossil-fired generation and the associated greenhouse gas emissions. State governments are looking for new tools to ensure data center growth doesn't undermine their climate goals. This toolkit draws on Climate XChange's review of over 400 data center bills introduced in 2025 and 2026 legislative sessions.

Free

Map of data center infrastructure projects, also divided by state.

Free

Run data center screening in hours, not weeks.

Freemium

The Water Usage Impact (WUI) v1 Scoring Calculator (online version) calculates the Water Usage Impact based on the amount of water consumed by a data center and the Water Stress level in the area where the data center is located.

Free

Explore maps, campuses, and state legislation for data center campuses across the country.

Free

13,788 data centers across 146 countries.

Freemium

An interactive Climate Cabinet Education tool that asks four questions about a user's state and priorities, then provides a tailored overview of the data center landscape, existing protections, relevant bills, policy options, and model legislation. The current version covers Georgia, Illinois, Pennsylvania, Texas, and Virginia and is built on Climate Cabinet's nine-element regulatory framework.

Free

Public U.S. data center job board with role, state and employer filters and links to employer application pages.

Free

New AI model advances the prediction of weather uncertainties and risks, delivering faster, more accurate forecasts up to 15 days ahead

Free

CoastalDEM® v3.0 is Climate Central’s newest, most precise, and best-trained digital elevation model ever.

Paid

The granite-geospatial-land-surface-temperature model is a fine-tuned geospatial foundation model for predicting the land surface temperature (LST) using satellite imagery along with climate statistics.

Free

M²LInES (pronounced M-square-lines) is an international collaborative project with the goal of improving climate projections, using scientific and interpretable Machine Learning to capture unaccounted physical processes at the air-sea-ice interface.

Free

The AI-Driven Climate Risk Prediction and Mitigation Framework uses AI-powered LSTM models to predict weather conditions and classify climate risks, featuring a Streamlit web application for real-time predictions and visualizations.

Free

A foundation model for weather and climate (the world's first one on Github!)

Free

Easily access, process and analyze environmental data and use it strategically with a wide-ranging set of APIs offered the IBM® Environmental Intelligence.

Paid

A cost-effective and scalable way AI is helping to mitigate aviation’s climate impact.

Free

Explore the UK flooding map from 2007-2021.

Free

This page contains the outputs of a project funded by Subak to compile historic data on the impacts of recent urban flash flood events in England using information contained in newspaper reports. It aims to map these events in as much detail as possible, looking for information at street and building level.

Free

The first prediction engine for the Earth and everything on it. The team is harnessing AI and Earth information data to understand the probability of severe weather and predict their impact on communities, landscapes, and the built environment.

Paid

The NCDP U.S. Natural Hazards Climate Change Projections project provides an interactive map-based tool, with a downloadable dataset, to explore county-level future natural hazard projections for Wildfires, Tropical Cyclones (Hurricanes), Tornadoes, and Sea Level Rise under one or more climate change scenarios in the United States. This tool provides a new dimension of hazard data to supplement NCDPs Natural Hazards Index v2.0.

Free

Launch your open source journey in climate and sustainability. Explore current Good First Issues from open source initiatives focused on protecting natural resources.

Free

Continuous and reliable Earth observation is critical for real-world systems like hurricane forecasting and wildfire detection. GAIA demonstrates promising capabilities, both in filling large gaps in satellite records and converting satellite imagery into precipitation estimates. GAIA represents a new class of geospatial AI models with the potential to create significant impact across sectors, from more accurate weather forecasting to applications in insurance, power utilities, aviation, and agriculture.

Free

An interactive platform sharing our AI weather models, including our new experimental cyclone prediction model. Weather Lab shows real-time cyclone predictions for traditional and AI weather models.

Free

An immersive game to visualize the impacts of climate change on our planet.

Free

Foundation models and downstream applications for Earth Observation and Weather and Climate.

Freemium

WeatherNext 2 is the state-of-the-art family of weather forecasting models from Google DeepMind and Google Research.

Freemium

The repository provides open-source replication of Google's global flood-forecasting models. By open-sourcing these models, we aim to foster transparency, enable in-house integration in production systems, and accelerate academic research.

Free

The first public high-resolution map of wildfire risk for Europe with human-friendly explanations.

Free

HASTE is an AI-powered disaster assessment framework that leverages satellite imagery and remote sensing data to provide rapid assessment capabilities for humanitarian response teams.

Free

Free weather forecast and historical weather API with 30+ models historical weather from 1940, no API key required.

Free

AI weather models are often launched with the claim that they provide the best weather forecast in the world. But how accurate are their forecasts on a daily basis, and how much better are they than traditional physics-based models? Operational WeatherBench compiles real-time skill scores for a suite of AI- and physics-based weather forecast models, from public data sources and from AI models that Brightband runs operationally, all scored using standard metrics and an open toolkit (Google Research's WeatherBench-X).

Free

Public directory of machine learning projects addressing climate change, with search and filters for subject area, organization and country.

Free

Stream Ocean is revolutionising ocean biodiversity monitoring with AI-powered data analytics.

Paid

An interactive map showing areas threatened by sea level rise and coastal flooding. Combining the most advanced global model of coastal elevations with the latest projections for future flood levels.

Free

The Sea Level Rise Viewer is a web mapping tool that visualizes community-level impacts of coastal flooding and sea level rise, providing photo simulations, water depth data, flood frequency, socio-economic vulnerability, and wetland migration insights.

Free

AI tools to support physical and digital technologies, enhancing monitoring, understanding, modeling, and forecasting of climate change, extreme events, and marine species management.

Free

WaterNet is a computer vision model that maps previously unmapped waterways using high-resolution satellite imagery and digital elevation models, initially trained in the U.S. and deployed in low- and middle-income countries.

Free

This is a fine-tuned geospatial foundation model for detecting flood and surface water in the United Kingdom and Ireland using multispectral and synthetic aperture radar (SAR) satellite imagery.

Free

Go through Google's tool allowing you to see which levels of river guage and inundation probability will happen in the world.

Free

Check out this water consumption calculator for data centers, courtesy of Masheika Allgood!

Free

OceanSAR-1 is the first foundation model in the OceanSAR family, specifically designed for Synthetic Aperture Radar (SAR) imagery analysis, with a focus on ocean observation. The model is trained using a novel dynamic dataset pruning strategy that enhances training efficiency and feature quality.

Free

This repository stores the ATLAS model alongside training, inference, and deployment libraries for real-time global-scale GPS trajectory modeling. The models were developed at Ai2 and are currently deployed in the skylight maritime intelligence platform.

Free

This AI-powered tool uses AI to detect ocean oil pollution and link it to their most likely source. It can find oil slicks in satellite imagery using machine learning models and identify nearby vessels and offshore oil platforms that may be responsible for those slicks.

Free

SCARF is implemented by python. It is designed to evaluate the environmental impact of water consumption by integrating spatial and temporal variations of water stress.

Free

AQUA-7B is Kurma AI’s flagship 7-billion parameter large language model built exclusively for the global aquaculture industry. And it is the first large language model for the aquaculture. It is fine-tuned to deliver actionable insights for aquaculture species-specific farming, hatchery operations, water quality control, and disease management.

Free

NatureLM-audio is the first audio-language foundation model specifically designed for bioacoustics. It is trained on a diverse dataset of text-audio pairs spanning bioacoustics, speech, and music, enabling it to perform tasks such as species classification, detection, captioning, and lifestage classification. The model demonstrates strong generalization to unseen taxa and tasks, setting a new state-of-the-art on several bioacoustics benchmarks.

Free

Welcome to the core infrastructure of the European Digital Twin Ocean. EDITO offers cutting edge tools to develop digital twins, support science-based decision making, and ensure maximum impact for research and innovation actions across the key objectives of the EU Mission Ocean & Waters: protect biodiversity, stop marine pollution, and support a sustainable blue economy.

Free

The granite-geospatial-ocean foundation model was jointly developed by IBM and STFC as part of a collaboration with the University of Exeter and Plymouth Marine Lab under the UK HNCDI programme. This pre-trained model supports a range of potential use cases in ocean ecosystem health, fisheries management, pollution and other ocean processes that can be monitored using ocean colour observations.

Freemium

This repository provides pretrained object detection models for identifying one class: “fish”. The model was trained on the Community Fish Detection Dataset, a collaboratively built, large-scale dataset that unifies >1.9 million images and >935,000 fish bounding boxes from 17 open datasets spanning freshwater, marine, and lab environments. With this project, our goal is to detect any fish, anywhere.

Free

Comprehensive database of AI-powered water technology companies.

Free

Welcome to OceanAI! 🌊 I’m here to help you explore, visualize, and analyze ocean data in the form of a LLM.

Free

An open-source agentic solution to reduce whale-vessel collisions at scale.

Free

An interactive map that lets users examine drought conditions at specific data center locations. Displays data from the U.S. Drought Monitor (weekly drought classifications published by the National Drought Mitigation Center), with five severity categories ranging from D0 (Abnormally Dry) through D4 (Exceptional) based on precipitation, soil moisture, and other indices.

Free

UC Berkeley capstone project using machine learning and an interactive map to model coral reef health under environmental scenarios.

Get the info that you need about data centers and local opposition to them, as much as possible.

Free

An interactive European data centre directory with site profiles, published capacity, high-voltage grid infrastructure and renewable plants.

Free

Interactive maps and county comparisons help planners weigh land, power, water and broadband needs alongside community and environmental factors when considering data centre locations.

Free

Interactive map and table for exploring U.S. electric grid infrastructure, including utilities, grid operators, power plants, transmission lines, substations and pricing nodes.

Free

Sustainable AI Group's public dashboard compares modeled AI inference energy and CO₂-eq by model, provider and session, including data center overhead assumptions. Water estimates and API are marked coming soon.

Free

Aleph Alpha language model for German and English reasoning, retrieval and agentic workflows. Open weights use an Apache 2.0 license; the developer emphasizes inference efficiency and lower energy use.

Free

Apache 2.0 AI workbench for auditable knowledge work, with a climate-risk assessment pack, human approval of drafts, and estimated energy and carbon accounting for model runs.

Free

Green Light optimizes traffic lights to reduce vehicle emissions in cities, helping mitigate climate change and improving urban mobility.

Free

This machine learning project explores air quality in Beijing from 2010 to 2014, focusing on predicting fine particulate matter (PM2.5) and how it evolves over time in relation to meteorological and seasonal factors. The dataset is a time series, with hourly readings of PM2.5 and weather conditions such as temperature, wind speed, and pressure.

Free

This dataset provides a large and diverse collection of DFT calculation trajectories for heterogeneous catalysis research. It encompasses a wide range of adsorbates and catalyst surfaces. The data is designed for training and testing machine learning interatomic potentials. AQCat25 consists of approximately 5K materials, 40K intermediate-catalyst systems, and 11.1M frames.

Free

A hybrid international hackathon connecting researchers from across the globe to explore and help solve the biggest problems in materials science and chemistry using AI.

Free

This scorecard evaluates the eight hyperscaler tech / AI companies with U.S.-based data centers on one simple question: are their data centers running on clean energy, or fossil fuels like gas, oil, and coal?

Free

The Mineral team developed a range of breakthroughs in artificial intelligence and perception technology for the agriculture sector to build a more sustainable, resilient, and productive food system

Paid

Open Product Recovery is a specification for describing and communicating about excess food (and other donatable products).

Free

A model of the Earth's entire food system.

Free

The Hawaii Cropland Data Layer (HCDL) is the first-ever raster, geo-referenced crop- specific land cover data layer for Hawaii. Crop classification for HCDL 2023 and 2024 V2.0 leveraged the 64-dimensional geospatial embeddings from the Satellite Embedding dataset developed by Google DeepMind's new geospatial AI model, AlphaEarth Foundations

Free

An open global field boundary ecosystem combining benchmark datasets, baseline models, and a browser-based inference app to detect agricultural field boundaries from Sentinel-2 imagery anywhere in the world. Draw a region on the map, pick a model, and download results as GeoParquet or GeoJSON with no install or code required.

Free