Scott Chamberlin

flint-chart. 🪄 Flint is a visualization language that lets AI agents reliably create expressive, good-looking charts from simple, human-editable chart specs.

utilyze. Go

nanoclaw-fleet. Agent Fleet Manager: spin up isolated coding agents from Discord, each with its own container, repos, and tools.

neuralwatt-tools. Tools and recipes for using the Neuralwatt inference API.

dolt. Dolt – Git for Data

llm-neuralwatt. A plugin for llm for energy reporting inference provider Neuralwatt

ai_energy_benchmarks. A simple way to evaluate the energy impact of AI

Awesome-Diffusion-Models-for-Weather-Forecasting. A collection of research papers on Diffusion Models for Weather Forecasting.

amplifier. Shell

BMAD-METHOD. Breakthrough Method for Agile Ai Driven Development

Archon. The first open-source harness builder for AI coding. Make AI coding deterministic and repeatable.

weatherbench2. A benchmark for the next generation of data-driven global weather models.

granite-wxc. Repository for IBM weather downscaling model

evotorch. Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.

makani. Massively parallel training of machine-learning based weather and climate models

vessim. A co-simulation testbed for microgrids and energy-aware systems 🍃

vidur. Accurate, large-scale, and extensible simulator for LLM inference Systems

cherry-studio. AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

crush. Glamourous agentic coding for all 💘

awesome-copilot. Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.

claude-code-router. One local control plane for every AI agent: route across models, fuse new capabilities, orchestrate tools, and stay fully in control.

raspberry-pi-1u-server. A low power 1U Raspberry Pi cluster server for inexpensive colocation.

any-llm. Communicate with an LLM provider using a single interface

neural-lam. Research Software for Neural Weather Prediction for Limited Area Modeling

PiLiDAR. Python

Neurite. Fractal Graph-of-Thought. Rhizomatic Mind-Mapping for Ai-Agents, Web-Links, Notes, and Code.

PDEBench. PDEBench: An Extensive Benchmark for Scientific Machine Learning

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

nixl. NVIDIA Inference Xfer Library (NIXL)

dynamo. A Datacenter Scale Distributed Inference Serving Framework

nadocast. Tornado probabilities via post-processing weather model outputs with machine learning.

Deep-Reinforcement-Learning-Hands-On-Third-Edition. Deep Reinforcement Learning Hands-On, 3E_Published by Packt

gpu-fryer. Where GPUs get cooked 👩‍🍳🔥

Awesome-Foundation-Models-for-Weather-and-Climate. A comprehesive survey about foundation models for weather and cliamte data understanding.

open-deep-research. An open source deep research clone. AI Agent that reasons large amounts of web data extracted with Firecrawl

smolagents. 🤗 smolagents: a barebones library for agents that think in code.

unsloth. Unsloth is a local UI for training and running Kimi K3, Gemma 4, Qwen3.6, DeepSeek, GLM and other models.

crawl4ai. 🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN

storm. An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.

climate-learn. Source code for ClimateLearn

PyPSA. PyPSA: Python for Power System Analysis

pypsa-earth. PyPSA-Earth: A flexible Python-based open optimisation model to study energy system futures around the world.

training. Reference implementations of MLPerf® training benchmarks

DCGM. NVIDIA Data Center GPU Manager (DCGM) is a project for gathering telemetry and measuring the health of NVIDIA GPUs

geepafs. C

optimum-benchmark. 🏋️ A unified multi-backend utility for benchmarking Transformers, Timm, PEFT, Diffusers and Sentence-Transformers with full support of Optimum's hardware optimizations & quantization schemes.

AIEnergyScore. AI Energy Score: Initiative to establish comparable energy efficiency ratings for AI models.

powerletrics. Powermetrics for Linux

weathernext. Python

CarbonExplorer. Carbon Explorer helps evaluating solutions make datacenters operate on renewable energy.

llama3_interpretability_sae. A complete end-to-end pipeline for LLM interpretability with sparse autoencoders (SAEs) using Llama 3.2, written in pure PyTorch and fully reproducible.

earth2studio. Open-source deep-learning framework for exploring, building and deploying AI weather/climate workflows.

project-sid.

anemoi-models. Python

graphrag. A modular graph-based Retrieval-Augmented Generation (RAG) system

anything-llm. Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

onenote-md-exporter. ConsoleApp to export OneNote notebooks to Markdown formats

MakerSkillTree. A repository of Maker Skill Trees and templates to make your own.

xeofs. Comprehensive EOF analysis in Python with xarray: A versatile, multidimensional, and scalable tool for advanced climate data analysis

xbatcher. Batch generation from xarray datasets

neuralgcm. Hybrid ML + physics model of the Earth's atmosphere

aurora. Implementation of the Aurora model for Earth system forecasting

arco-era5. Recipes for reproducing Analysis-Ready & Cloud Optimized (ARCO) ERA5 datasets.

llm.c. LLM training in simple, raw C/CUDA

dspy. DSPy: The framework for programming—not prompting—language models

raspberry-pi-pcie-devices. Raspberry Pi PCI Express device compatibility database

open-gpu-kernel-modules. NVIDIA Linux open GPU with P2P support

Time-LLM. [ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"

plandex. Open source AI coding agent. Designed for large projects and real world tasks.

pypsa-usa. PyPSA-USA: An Open-Source Energy System Optimization Model for the United States

pypsa-eur. PyPSA-Eur: A Sector-Coupled Open Optimisation Model of the European Energy System

space-time-optimization. Code for the paper "Spatio-temporal load shifting for truly clean computing"

ubuntu-rockchip. Ubuntu for Rockchip RK35XX Devices

nvtop. GPU & Accelerator process monitoring for AMD, Apple, Huawei, Intel, NVIDIA and Qualcomm

DeepSpeed. DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

continue. open-source coding agent

kasa_carbon. Show CO2 emissions of devices connected to a Kasa energy meter.

tokio. A runtime for writing reliable asynchronous applications with Rust. Provides I/O, networking, scheduling, timers, ...

maelstrom. A workbench for writing toy implementations of distributed systems.

semantic-kernel. Integrate cutting-edge LLM technology quickly and easily into your apps

linux-rockchip. Customized version of the Linux kernel maintained by Armbian team to support Rockchip SoCs

PiSugar. PiSugar is a battery module for Raspberry Pi zero(wh)/zero2(wh)/5B/4B/3B+

PowerSimulations.jl. Julia for optimization simulation and modeling of PowerSystems.

pisugar-power-manager-rs. PiSugar Power Manger in rust language

python-kasa. 🏠🤖 Python API for TP-Link smarthome products

putting-the-you-in-cpu. A technical explainer by @kognise of how your computer runs programs, from start to finish.

sicp-pdf. SICP PDF with Texinfo and LaTeX source

powersave. Linux power save settings, compatible with systemd

guidance. A guidance language for controlling large language models.

sustainability-scanner. Python

UStore. Multi-Modal Database replacing MongoDB, Neo4J, and Elastic with 1 faster ACID solution, with NetworkX and Pandas interfaces, and bindings for C 99, C++ 17, Python 3, Java, GoLang 🗄️

ClimaX. Foundation model for weather & climate

modin. Modin: Scale your Pandas workflows by changing a single line of code

graph_weather. Graph-based weather forecasting models. Originally, PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)

SnowModel. Fortran

rosettaboy. A gameboy emulator in several different languages

tuning_playbook. A playbook for systematically maximizing the performance of deep learning models.

numexpr. Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more

course22p2. course.fast.ai 2022 part 2

scalene. Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

seasfire-datacube. An open and accessible datacube for environmental and earth system monitoring

DLWP. Deep Learning Weather Prediction

inference. Reference implementations of MLPerf® inference benchmarks

scorecard. OpenSSF Scorecard - Security health metrics for Open Source

pyRAPL. a library to measure the python energy consumption of python code

powerapi. PowerAPI is a Python framework for building software-defined power meters.

flwr-lowcarb. Carbon-aware client selection strategy for Flower 🌼 powered by the Carbon Aware SDK 🍃

circa. Circa - carbon nice scripting

capybara-action. Capybara GitHub Action

zeus. Measure and optimize the energy consumption of your AI applications!

pytorch_geometric_temporal. PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

WeatherBench. A benchmark dataset for data-driven weather forecasting

spacetimeformer. Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."

PerfSpect. Open-source Linux performance suite for engineers—profiling and tuning workloads and system configurations.

kepler. Kepler (Kubernetes-based Efficient Power Level Exporter) is a Prometheus exporter that measures energy consumption metrics at the container, pod, and node levels in Kubernetes clusters.

coppers. Coppers is a custom test harnass for Rust that measures the energy usage of your test suite.

terrain-erosion-3-ways. Three Ways of Generating Terrain with Erosion Features

mpire. A Python package for easy multiprocessing, but faster than multiprocessing

ClimateTools.jl. Climate science package for Julia

blendernc. BlenderNC is a blender addon to visualize scientific gridded data. Read more about BlenderNC at:

climetlab. Python package for easy access to weather and climate data

ML4Land. Learning a mapping from model simulations (ERA5) to satellite observations for Maximal Skin Temperature

ClimateMachine.jl. Climate Machine: an Earth System Model that automatically learns from data

CESM. The Community Earth System Model

superset. Apache Superset is a Data Visualization and Data Exploration Platform

PlanetaryComputerExamples. Examples of using the Planetary Computer

intake. Intake is a lightweight package for finding, investigating, loading and disseminating data.

prettymaps. Draw pretty maps from OpenStreetMap data! Built with osmnx +matplotlib + shapely

hyperopt. Distributed Asynchronous Hyperparameter Optimization in Python

vaex. Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀

archai. Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.

per4m. Profiling and tracing information for Python using viztracer and perf, the GIL exposed.

cleanlab. Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

Gradient-Free-Optimizers. Lightweight optimization with local, global, population-based and sequential techniques across mixed search spaces

awesome-energy. ICT focussed energy-related list of publications

scaphandre. ⚡ Energy consumption metrology agent. Let "scaph" dive and bring back the metrics that will help you make your systems and applications more sustainable !

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

xtrude. An xarray extension for 3D terrain visualization.

xarray_leaflet. An xarray extension for tiled map plotting.

experiment-impact-tracker. Python

deepinterpolation. Python

duc. Dude, where are my bytes: Duc, a library and suite of tools for inspecting disk usage

sktime. A unified framework for machine learning with time series

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

svmlight-loader. Fast and memory-efficient svmlight / libsvm file loader for Python.

Hydraulic-Erosion. C#

tsai. Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

DeepEvolve. Rapid hyperparameter discovery for neural nets using genetic algorithms

fastai. The fastai deep learning library

OpenSimpleLidar. Open Source scanning laser rangefinder

OpenAvalancheProject. Open source project to bring data and ml to avalanche forecasting

xgboost-model-api. RESTful API hosting xgboost model

kaggle-Rain. Winning solution to the Kaggle competition - How Much Did It Rain? II

grib2json. converts GRIB2 files to JSON

pyndfd. Python Routines for retrieving up-to-date forecasts from the National Weather Service (NWS) National Digital Forecasting Database (NDFD)

google-maps. Google Maps Web Services API wrapper for .NET

openterrain. Links to open terrain data sources for the entire world

PluginBlog. A basic MVC5 blog for existing sites.

Xone-OSX. (Deprecated) A driver that allows users to use the Xbox One controller on the Mac OS X operating system.

GBDeviceInfo. Detects the hardware, software and display of the current iOS or Mac OS X device at runtime.

machine-learning-cheat-sheet. Classical equations and diagrams in machine learning

gitignore. A collection of useful .gitignore templates

mpld3. An interactive data visualization tool which brings matplotlib graphics to the browser using D3.

rawgraphs-app. A web interface to create custom vector-based visualizations on top of RAWGraphs core

Warrior-Online. Code for Warrior Online

sample_app. Ruby

Coop. Ruby

Tesseract-iPhone-Demo. Demo iPhone app utilizing the tesseract library for OCR