Swift ML Frameworks

Tools, libraries, and frameworks for integrating machine learning models into Swift applications (iOS, macOS, server-side). Includes Core ML tooling, on-device inference, model conversion, and Swift-based ML utilities. Does NOT include general ML frameworks (TensorFlow, PyTorch) or non-Swift-specific ML applications.

There are 101 swift ml frameworks tracked. 1 score above 70 (verified tier). The highest-rated is apple/coremltools at 92/100 with 5,182 stars and 1,734,534 monthly downloads. 1 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	apple/coremltools Core ML tools contain supporting tools for Core ML model conversion,...	92	Verified	5,182	Python
2	hollance/YOLO-CoreML-MPSNNGraph Tiny YOLO for iOS implemented using CoreML but also using the new MPS graph API.	51	Established	945	Swift
3	tensorflow/swift-apis Swift for TensorFlow Deep Learning Library	50	Established	792	Swift
4	hanleyweng/CoreML-in-ARKit Simple project to detect objects and display 3D labels above them in AR....	48	Emerging	1,703	Swift
5	hollance/Forge A neural network toolkit for Metal	48	Emerging	1,266	Swift
6	wvabrinskas/Neuron A neural network library for Swift	48	Emerging	129	Swift
7	hollance/CoreMLHelpers Types and functions that make it a little easier to work with Core ML in Swift.	48	Emerging	1,429	Swift
8	Swift-AI/NeuralNet An artificial neural network written in Swift	47	Emerging	213	Swift
9	omarmhaimdat/face_ai Face Recognition and Detection on iOS Using Native Swift Code, Core ML, and ARKit	47	Emerging	128	Swift
10	likedan/Awesome-CoreML-Models Largest list of models for Core ML (for iOS 11+)	47	Emerging	6,968	Python
11	Swift-AI/NeuralNet-Handwriting-iOS A handwriting recognition example for iOS using NeuralNet	47	Emerging	182	Swift
12	tucan9389/awesome-ml-demos-with-ios The challenge projects for Inferencing machine learning models on iOS	46	Emerging	1,284	Python
13	vonholst/SSDMobileNet_CoreML Real-time object-detection using SSD on Mobilenet on iOS using CoreML,...	46	Emerging	145	Swift
14	Swift-AI/Swift-AI The Swift machine learning library.	46	Emerging	6,073	Swift
15	tensorflow/swift Swift for TensorFlow	46	Emerging	6,145	Jupyter Notebook
16	john-rocky/SemanticImage A collection of easy-to-use image/video filter.	45	Emerging	153	Swift
17	eugenebokhan/awesome-ml Discover, download, compile & launch different image processing & style...	45	Emerging	231	C++
18	alejandro-isaza/BrainCore The iOS and OS X neural network framework	44	Emerging	379	Swift
19	akimach/GestureAI-CoreML-iOS Hand-gesture recognition on iOS app using CoreML	43	Emerging	162	Swift
20	SwiftBrain/awesome-CoreML-models Collection of models for Core ML	43	Emerging	586	—
21	BilalReffas/EmojiIntelligence Neural Network built in Apple Playground using Swift	42	Emerging	1,416	Swift
22	huggingface/exporters Export Hugging Face models to Core ML and TensorFlow Lite	42	Emerging	690	Python
23	xmartlabs/Bender Easily craft fast Neural Networks on iOS! Use TensorFlow models. Metal under...	41	Emerging	1,802	Swift
24	hollance/TensorFlow-iOS-Example Source code for my blog post "Getting started with TensorFlow on iOS"	40	Emerging	442	Swift
25	Somnibyte/MLKit A simple machine learning framework written in Swift 🤖	39	Emerging	152	Swift
26	palle-k/DL4S Accelerated tensor operations and dynamic neural networks based on reverse...	39	Emerging	109	Swift
27	hollance/MobileNet-CoreML The MobileNet neural network using Apple's new CoreML framework	39	Emerging	712	Swift
28	alexsosn/iOS_ML List of Machine Learning, AI, NLP solutions for iOS. The most recent version...	38	Emerging	1,437	—
29	john-rocky/CoreML-Models Converted CoreML Model Zoo.	38	Emerging	1,698	—
30	PerfectlySoft/Perfect-TensorFlow TensorFlow C API Class Wrapper in Server Side Swift.	38	Emerging	167	Swift
31	npna/CoreMLPlayer Try CoreML models on multiple images and videos easily and quickly	38	Emerging	167	Swift
32	cocoa-ai/CocoaAI 🤖 The Cocoa Artificial Intelligence Lab	38	Emerging	144	—
33	hollance/coreml-training Source code for my blog post series "On-device training with Core ML"	38	Emerging	100	Jupyter Notebook
34	hollance/Inception-CoreML Running Inception-v3 on Core ML	37	Emerging	98	Swift
35	adobe-research/convmelspec Convmelspec: Convertible Melspectrograms via 1D Convolutions	36	Emerging	147	Python
36	ileafsolutions/StyleArt Style Art library process images using COREML with a set of pre trained...	35	Emerging	228	Swift
37	ttieli/DeepSeek-OCR-macOS 🚀 One-click OCR tool for macOS with intelligent chip adaptation. 一键式 OCR...	32	Emerging	7	Python
38	mikeroyal/CoreML-Guide Core ML Guide	32	Emerging	85	Swift
39	enebin/Mentalist Read emotion with a line of code 🎭	30	Emerging	18	Swift
40	PreternaturalAI/Sideproject A quick start for generative ML applications.	30	Emerging	10	C++
41	mortenjust/trainer-mac Trains a model, then generates a complete Xcode project that uses it - no...	29	Experimental	124	Swift
42	stefjen07/ShadersNeuralNetwork Framework for neural network model creating, training and using in...	29	Experimental	31	Swift
43	jcao-ai/ShowAndTell A Show And Tell implementation for iOS 11.0 based on CoreML	29	Experimental	173	Swift
44	FridayTechnologies/PrototypeKit A swift package to make prototyping machine learning experiences for Apple...	28	Experimental	6	Swift
45	durellwilson/swift-2026-course 🚀 Complete Swift & Apple Platforms 2026 guide: iOS 26, ML, Foundation...	28	Experimental	2	HTML
46	core-ml/coreml Generic framework for ML projects	27	Experimental	19	Python
47	Khalidelommali/Foundation-Model-Tutorial Foundation-Models chat app tutorial for iOS with on-device LLMs, tools, and...	27	Experimental	9	Swift
48	ljaniszewski00/SwiftfulShopping iOS e-commerce app that takes online shopping to the whole new level	26	Experimental	11	Swift
49	josephHelfenbein/NeuroPBR Multi-view photo-to-PBR iOS app with CoreML, Metal renderer, and full...	26	Experimental	6	Python
50	stefjen07/NeuralNetwork Framework for neural network model creating, training and using in...	25	Experimental	15	Swift
51	claude89757/zacks_ios_app AI-powered tennis video editing app / AI 智能网球视频剪辑应用	25	Experimental	4	Swift
52	iamchiwon/LetMeTryCoreML 요즘 유행하는 AI 나도 해보자 (feat. CoreML)	24	Experimental	60	C
53	Danielrami703/Swift-Concurrency-Agent-Skill 🚀 Enhance AI coding tools with safe concurrency patterns for Swift 6+,...	24	Experimental	2	—
54	DePasqualeOrg/swift-hf-api Swift client for Hugging Face's REST APIs	24	Experimental	2	Swift
55	SylvanM/NeuralKit A Swift Package for building and training neural networks.	23	Experimental	2	Swift
56	codewithswiftly/VisionStreamBLE A dual-app iOS system (Streamer & Viewer) enabling real-time video streaming...	23	Experimental	1	Swift
57	mhmdoafv/SwiftEmoji 🌟 Create customizable emoji grids and indexes for SwiftUI with ease. Enjoy...	23	Experimental	1	Swift
58	2-4-0-8/Palindrome-JS 🔍 Create a simple and efficient Palindrome Checker using HTML, CSS, and...	23	Experimental	1	CSS
59	muhittincamdali/SwiftIntelligence 🧠 Advanced machine learning and AI utilities for Swift applications	23	Experimental	7	Swift
60	christofilojohn/MacVisionTools A Mac OS menu bar utility that runs on-device Computer Vision models for...	23	Experimental	7	Swift
61	muhittincamdali/SwiftAI 🤖 Comprehensive AI/ML framework for iOS with CoreML integration	23	Experimental	8	Swift
62	Hydatidosisablactation379/Perspective-Studio Run open-source AI models locally on Apple Silicon Macs with a free,...	22	Experimental	—	Swift
63	michael00kir/Data-Tool Application LLM Interfacing: A Deterministic Local Semantic Routing Engine...	22	Experimental	—	Swift
64	mycellm/mycellm-ios Mycellm iOS / iPadOS app for iPhone and iPad	22	Experimental	—	Swift
65	noktirnal42/AICollaborator AI Collaborator: A Swift framework for AI agent collaboration and task management	22	Experimental	3	Swift
66	InC0mmon/Conditionals 🎛️ Simplify conditional UI in SwiftUI with this lightweight package for...	22	Experimental	—	Swift
67	Ben4137/MMF 🖥️ Switch focus between monitors effortlessly with MMF, a macOS utility that...	22	Experimental	—	C
68	8035147/tvbox-Swift Build native cross-platform multimedia apps for iOS and macOS using Swift...	22	Experimental	—	Swift
69	madexter77/SwiftGMessages 📱 Access and manage Google Messages on macOS, iOS, and visionOS with full...	22	Experimental	—	Swift
70	ThalesMMS/Swift-Neural-Networks Multi-Layer Perceptron, CNN and Attention models in Swift with GPU acceleration.	21	Experimental	2	Swift
71	create-with-swift/using-server-side-swift-for-machine-learning-processing Discover how to host a compiled Machine Learning model on a server and get...	21	Experimental	8	Swift
72	hollance/sefr-swift The SEFR classifier implemented in Swift	19	Experimental	21	Swift
73	binaryloader/core-ml-model-conversion Sample project demonstrating PyTorch to Core ML model conversion with...	19	Experimental	—	Swift
74	shengyuan-lu/Snap-and-Share SNAP a pic of your surplus food, and SHARE it with people in need. (iOS App)	18	Experimental	5	Swift
75	roryclear/yolov8-tinygrad-ios Run yolov8 locally on your iPhone or iPad using tinygrad	18	Experimental	3	Objective-C
76	bodhichristian/bodhichristian make stuff.	18	Experimental	3	—
77	mi-parkes/geo-coord-classifier End-to-End Deep Learning Model Deployment on macOSX and iOS	17	Experimental	2	Swift
78	MianMHaroon/DeepLearning_CoreML_SwiftUI_BoneFractureDetection An elegant macOS demo app built with SwiftUI that leverages CoreML for...	17	Experimental	2	Swift
79	robertbates1995/CubePress A swift application that allows for users to interface with their CUBOTino	17	Experimental	5	Swift
80	fredlacis/VisionExperiments 👁 A body movement tracking experimental app using Vision and CoreML...	17	Experimental	5	Swift
81	dmakarau/HikeAnalyzer 🏔️ iOS hiking app with AI assistant & ML risk assessment built with SwiftUI,...	17	Experimental	2	Swift
82	esikmalazman/Kesan-ML-iOS Real-Time image recognition for iOS with Vision(CoreML) and InceptionV3	16	Experimental	4	Swift
83	gph4ppy/Taroter A Tarot Cards scanning application.	16	Experimental	14	Swift
84	GrigoryShushakov/SwiftNN Simple example of Neural Network in Swift	15	Experimental	26	Swift
85	milankazarka/Milan-s-Style-Transfer-MLModels I trained a ton of style transfer .mlmodels and categorized them. This is...	15	Experimental	2	—
86	yutthanaiam/swift-xet 🚀 Download files efficiently from Hugging Face's content-addressable storage...	14	Experimental	—	PHP
87	OoEthanoO/yanaiengine A high-performance AI compute engine built natively for Apple Silicon....	14	Experimental	—	Swift
88	AristidesAI/Splat-Frame https://aristidesai.github.io/Splat-Frame/	14	Experimental	—	Swift
89	muradmgamer/swift-ov1 🚀 Simplify your Swift development with swift-ov1, a lightweight framework...	14	Experimental	—	—
90	supreme-gg-gg/bonsense Listen to your leaves (iOS + CoreML + IoT)	14	Experimental	3	Swift
91	ananttt222/SWIFT 📱 Learn Swift with progressive code examples for beginners, covering key...	14	Experimental	—	Swift
92	Gerzer/SwiftML Train neural networks with hardware acceleration in Swift	13	Experimental	6	Swift
93	ysak-y/HandPoseClassificationDemo Demo application for Hand Pose Classification template of CreateML	13	Experimental	5	Swift
94	0xOpenBytes/Camel 🐫 Camel simplifies CoreML integration, so you don't have to hump it alone	13	Experimental	5	Swift
95	Dr-Groot/ObjectDetection_CoreML-Swift Real time camera object detection with Machine Learning in swift. Basic...	13	Experimental	7	Swift
96	yihong1120/VisionSnap VisionSnap is a uniquely designed iOS app, employing Swift for seamless...	12	Experimental	4	Swift
97	Dr-Groot/CreateML_CoreML-Swift Brief introduction to CreateML and Model creation with small example of...	12	Experimental	4	Swift
98	tkhan11/iOS-App-Object-Detection iOS app build for object detection	11	Experimental	2	Swift
99	p1sangmas/RasaRadar RasaRadar is an iOS application that helps users discover and classify...	11	Experimental	—	Swift
100	rockname/PhotoSelectionClassifier This is a sample app to create a photo selection classifier using CreateML...	11	Experimental	22	Swift
101	stoobit/Foundation-Server An OpenAI-compatible API server for Apple's Foundation Models, built with...	10	Experimental	3	Swift

Comparisons in this category

coremltools and Awesome-CoreML-Models (92 vs 47) Awesome-CoreML-Models and awesome-CoreML-models (47 vs 43) swift and swift-apis (46 vs 50) coremltools and CoreMLHelpers (92 vs 48) coremltools and awesome-CoreML-models (92 vs 43) awesome-ml and awesome-CoreML-models (45 vs 43) Neuron and NeuralNet (48 vs 47)