Space Hazard Detection ML Frameworks

ML tools and applications for detecting, predicting, and mitigating space-based hazards including asteroid detection, satellite collision avoidance, orbital debris tracking, and exoplanet identification. Does NOT include general astronomy datasets, space simulation frameworks, or non-ML space applications.

There are 35 space hazard detection frameworks tracked. The highest-rated is mitre-atlas/atlas-website at 48/100 with 16 stars.

Get all 35 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=space-hazard-detection&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	mitre-atlas/atlas-website Source and static code for the MITRE ATLAS website	48	Emerging	16	Vue
2	yqiuu/spectuner A tool for automated spectral line analysis of instellar molecules.	48	Emerging	6	Python
3	kesslerlib/kessler A machine learning library for spacecraft collision avoidance	45	Emerging	65	Python
4	esa/masconCube Learn asteroids' geodesy from gravitational acceleration	38	Emerging	3	Jupyter Notebook
5	BjornMelin/stardex 🌟 Stardex: Explore GitHub Stars Intelligently. Stardex is a powerful web app...	37	Emerging	13	TypeScript
6	chenchuw/CNN-SVM-HybridModel Boston University SPRG2022 EC503 - Learning from Data - Final Project	36	Emerging	10	MATLAB
7	quant-aq/aeromancy ⚗️ Aeromancy: A framework for performing reproducible AI and ML	30	Emerging	11	Python
8	KorKux1/Automated-Detection-of-Hazards Project on Automated Detection of Hazards for Space Apps Challenge 2020	30	Emerging	2	Jupyter Notebook
9	harshilxd/Asteroid-Feature-Prediction Asteroid Feature Prediction Machine Learning Models	30	Emerging	2	HTML
10	william-h-oliver/astrolink A general-purpose algorithm for finding astrophysically-relevant clusters...	27	Experimental	13	Python
11	Bennyhwanggggg/2019-NASA-Space-Apps-Challenge Project for NASA Space Apps Challenge 2019. An interactive web app built...	26	Experimental	10	JavaScript
12	yaitsmesj/space-ml-sim Simulate AI inference on orbital satellite constellations under realistic...	23	Experimental	1	Python
13	HayesYu/acoustic-monitoring This project investigates the relationship between LPBF manufacturing...	23	Experimental	2	MATLAB
14	KhamessiTaha/HRTU2-Pulsar-Detection A comprehensive machine learning pipeline for detecting pulsars in the HTRU2 dataset.	22	Experimental	7	Python
15	Devanik21/SpectraNova 🔭 Gemini-powered AI app to classify extraterrestrial radio signals and...	22	Experimental	—	Python
16	godwinthomas11/Nasa-Space-Apps-Challenge Immersive WebVR space mission experience built using Unity, A-Frame, and...	22	Experimental	—	JavaScript
17	Snehil7903/asteroid-hazard-prediction End-to-end machine learning system for predicting potentially hazardous...	22	Experimental	1	Jupyter Notebook
18	TheHarshal30/Hawking Machine Learning implementations to determine which Nearest Earth Objects ...	22	Experimental	6	Jupyter Notebook
19	JeppeSK/SatelliteCollisionDetection Satellites Collision Prediction	22	Experimental	6	Python
20	changsun20/HuntingAsteroid Implementing deep learning method in asteroid detection	21	Experimental	4	Jupyter Notebook
21	adhamrafi3/Team-Atlas-Robotics- Compact contributions towards robotics in Bangladesh.	21	Experimental	—	—
22	Yahnnosh/Sensor-Based-Modeling-of-Fatigue-Using-Transformer-Model Repository for the semester project "Sensor-Based Modeling of Fatigue Using...	20	Experimental	7	Jupyter Notebook
23	DorsaRoh/STAR-AI Winner of NASA International Space Hackathon	20	Experimental	7	Jupyter Notebook
24	victoria-tiki/transformer_complex Gravitational wave forecasting with transformers	17	Experimental	—	Jupyter Notebook
25	pisukeman/guAIta Deep Learning meteor detection	17	Experimental	1	HTML
26	Devanik21/Alien-signal-classification-APP SETI-inspired radio signal classifier distinguishing RFI from candidate...	14	Experimental	—	Jupyter Notebook
27	billybones031-ui/spectra ISL SPECTRA — AI predictive machine intelligence. B2B SaaS for...	14	Experimental	—	—
28	CelestiAI-Org/Orbitguard AI system that learns how satellite collision risk evolves over time. Built...	14	Experimental	1	TypeScript
29	Devanik21/Cosmic-Craftathon-Space-Exploration Cosmic Craftathon is an exhilarating, fast-paced 2D space exploration game...	14	Experimental	—	Python
30	AndreSaul16/SpaceGuards Aplicación ganadora en el 'Nasa Space Apps Zaragoza' a mejor uso de datos....	12	Experimental	—	JavaScript
31	lauramps/ML-Qlim Final thesis for civil engineering course, projecting a formula for pile...	11	Experimental	3	—
32	sunfanyi/Machine-Learning-for-Friction-Hysteresis-Loops Imperial College London Mech Eng Research Project	11	Experimental	3	MATLAB
33	clzmj/open-asteroid-dataset EST-25134	11	Experimental	—	HTML
34	Bochoxic/Machine-Learnig-Applied-Engine Final Project for Bacherol in Industrial Engineering to UPV, Valencia, Spain.	11	Experimental	—	MATLAB
35	RodrigoAlexander7/nasa-space-apps-challenge-2025 Hackaton Nasa Space Apps Challenge: Backend, try the complete app here!...	10	Experimental	1	Jupyter Notebook