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 102 swift ml frameworks tracked. 1 score above 70 (verified tier). The highest-rated is apple/coremltools at 75/100 with 5,182 stars. 1 of the top 10 are actively maintained.

Get all 102 projects as JSON

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

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	apple/coremltools Core ML tools contain supporting tools for Core ML model conversion,...	75	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	hollance/Forge A neural network toolkit for Metal	48	Emerging	1,266	Swift
5	hanleyweng/CoreML-in-ARKit Simple project to detect objects and display 3D labels above them in AR....	48	Emerging	1,703	Swift
6	hollance/CoreMLHelpers Types and functions that make it a little easier to work with Core ML in Swift.	48	Emerging	1,429	Swift
7	likedan/Awesome-CoreML-Models Largest list of models for Core ML (for iOS 11+)	47	Emerging	6,968	Python
8	Swift-AI/NeuralNet-Handwriting-iOS A handwriting recognition example for iOS using NeuralNet	47	Emerging	182	Swift
9	Swift-AI/NeuralNet An artificial neural network written in Swift	47	Emerging	213	Swift
10	omarmhaimdat/face_ai Face Recognition and Detection on iOS Using Native Swift Code, Core ML, and ARKit	47	Emerging	128	Swift
11	tucan9389/awesome-ml-demos-with-ios The challenge projects for Inferencing machine learning models on iOS	46	Emerging	1,284	Python
12	tensorflow/swift Swift for TensorFlow	46	Emerging	6,145	Jupyter Notebook
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	wvabrinskas/Neuron A neural network library for Swift	45	Emerging	129	Swift
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	SwiftBrain/awesome-CoreML-models Collection of models for Core ML	43	Emerging	586	—
20	akimach/GestureAI-CoreML-iOS Hand-gesture recognition on iOS app using CoreML	43	Emerging	162	Swift
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	hollance/MobileNet-CoreML The MobileNet neural network using Apple's new CoreML framework	39	Emerging	712	Swift
26	Somnibyte/MLKit A simple machine learning framework written in Swift 🤖	39	Emerging	152	Swift
27	palle-k/DL4S Accelerated tensor operations and dynamic neural networks based on reverse...	39	Emerging	109	Swift
28	PerfectlySoft/Perfect-TensorFlow TensorFlow C API Class Wrapper in Server Side Swift.	38	Emerging	167	Swift
29	john-rocky/CoreML-Models Converted CoreML Model Zoo.	38	Emerging	1,698	—
30	hollance/coreml-training Source code for my blog post series "On-device training with Core ML"	38	Emerging	100	Jupyter Notebook
31	npna/CoreMLPlayer Try CoreML models on multiple images and videos easily and quickly	38	Emerging	167	Swift
32	alexsosn/iOS_ML List of Machine Learning, AI, NLP solutions for iOS. The most recent version...	38	Emerging	1,437	—
33	cocoa-ai/CocoaAI 🤖 The Cocoa Artificial Intelligence Lab	38	Emerging	144	—
34	PreternaturalAI/Sideproject A quick start for generative ML applications.	37	Emerging	10	C++
35	hollance/Inception-CoreML Running Inception-v3 on Core ML	37	Emerging	98	Swift
36	enebin/Mentalist Read emotion with a line of code 🎭	37	Emerging	18	Swift
37	adobe-research/convmelspec Convmelspec: Convertible Melspectrograms via 1D Convolutions	36	Emerging	147	Python
38	ileafsolutions/StyleArt Style Art library process images using COREML with a set of pre trained...	35	Emerging	228	Swift
39	core-ml/coreml Generic framework for ML projects	34	Emerging	19	Python
40	ljaniszewski00/SwiftfulShopping iOS e-commerce app that takes online shopping to the whole new level	33	Emerging	11	Swift
41	FridayTechnologies/PrototypeKit A swift package to make prototyping machine learning experiences for Apple...	33	Emerging	6	Swift
42	stefjen07/NeuralNetwork Framework for neural network model creating, training and using in...	32	Emerging	15	Swift
43	mikeroyal/CoreML-Guide Core ML Guide	32	Emerging	85	Swift
44	Khalidelommali/Foundation-Model-Tutorial Foundation-Models chat app tutorial for iOS with on-device LLMs, tools, and...	30	Emerging	9	Swift
45	SylvanM/NeuralKit A Swift Package for building and training neural networks.	30	Emerging	2	Swift
46	durellwilson/swift-2026-course 🚀 Complete Swift & Apple Platforms 2026 guide: iOS 26, ML, Foundation...	29	Experimental	2	HTML
47	stefjen07/ShadersNeuralNetwork Framework for neural network model creating, training and using in...	29	Experimental	31	Swift
48	mortenjust/trainer-mac Trains a model, then generates a complete Xcode project that uses it - no...	29	Experimental	124	Swift
49	muhittincamdali/SwiftIntelligence 🧠 Advanced machine learning and AI utilities for Swift applications	29	Experimental	7	Swift
50	muhittincamdali/SwiftAI 🤖 Comprehensive AI/ML framework for iOS with CoreML integration	29	Experimental	8	Swift
51	noktirnal42/AICollaborator AI Collaborator: A Swift framework for AI agent collaboration and task management	29	Experimental	3	Swift
52	jcao-ai/ShowAndTell A Show And Tell implementation for iOS 11.0 based on CoreML	29	Experimental	173	Swift
53	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...	28	Experimental	8	Swift
54	christofilojohn/MacVisionTools A Mac OS menu bar utility that runs on-device Computer Vision models for...	27	Experimental	7	Swift
55	josephHelfenbein/NeuroPBR Multi-view photo-to-PBR iOS app with CoreML, Metal renderer, and full...	27	Experimental	6	Python
56	hollance/sefr-swift The SEFR classifier implemented in Swift	26	Experimental	21	Swift
57	claude89757/zacks_ios_app AI-powered tennis video editing app / AI 智能网球视频剪辑应用	26	Experimental	4	Swift
58	ThalesMMS/Swift-Neural-Networks Multi-Layer Perceptron, CNN and Attention models in Swift with GPU acceleration.	25	Experimental	2	Swift
59	shengyuan-lu/Snap-and-Share SNAP a pic of your surplus food, and SHARE it with people in need. (iOS App)	25	Experimental	5	Swift
60	mhmdoafv/SwiftEmoji 🌟 Create customizable emoji grids and indexes for SwiftUI with ease. Enjoy...	25	Experimental	1	Swift
61	bodhichristian/bodhichristian make stuff.	25	Experimental	3	—
62	iamchiwon/LetMeTryCoreML 요즘 유행하는 AI 나도 해보자 (feat. CoreML)	24	Experimental	60	C
63	DePasqualeOrg/swift-hf-api Swift client for Hugging Face's REST APIs	23	Experimental	2	Swift
64	codewithswiftly/VisionStreamBLE A dual-app iOS system (Streamer & Viewer) enabling real-time video streaming...	23	Experimental	1	Swift
65	mi-parkes/geo-coord-classifier End-to-End Deep Learning Model Deployment on macOSX and iOS	23	Experimental	2	Swift
66	gph4ppy/Taroter A Tarot Cards scanning application.	23	Experimental	14	Swift
67	mycellm/mycellm-ios Mycellm iOS / iPadOS app for iPhone and iPad	22	Experimental	—	Swift
68	Hydatidosisablactation379/Perspective-Studio Run open-source AI models locally on Apple Silicon Macs with a free,...	22	Experimental	—	Swift
69	milankazarka/Milan-s-Style-Transfer-MLModels I trained a ton of style transfer .mlmodels and categorized them. This is...	22	Experimental	2	—
70	GrigoryShushakov/SwiftNN Simple example of Neural Network in Swift	22	Experimental	26	Swift
71	michael00kir/Data-Tool Application LLM Interfacing: A Deterministic Local Semantic Routing Engine...	22	Experimental	—	Swift
72	MianMHaroon/DeepLearning_CoreML_SwiftUI_BoneFractureDetection An elegant macOS demo app built with SwiftUI that leverages CoreML for...	21	Experimental	2	Swift
73	dmakarau/HikeAnalyzer 🏔️ iOS hiking app with AI assistant & ML risk assessment built with SwiftUI,...	21	Experimental	2	Swift
74	Ben4137/MMF 🖥️ Switch focus between monitors effortlessly with MMF, a macOS utility that...	21	Experimental	—	C
75	8035147/tvbox-Swift Build native cross-platform multimedia apps for iOS and macOS using Swift...	21	Experimental	—	Swift
76	ysak-y/HandPoseClassificationDemo Demo application for Hand Pose Classification template of CreateML	20	Experimental	5	Swift
77	0xOpenBytes/Camel 🐫 Camel simplifies CoreML integration, so you don't have to hump it alone	20	Experimental	5	Swift
78	Gerzer/SwiftML Train neural networks with hardware acceleration in Swift	20	Experimental	6	Swift
79	yihong1120/VisionSnap VisionSnap is a uniquely designed iOS app, employing Swift for seamless...	19	Experimental	4	Swift
80	supreme-gg-gg/bonsense Listen to your leaves (iOS + CoreML + IoT)	19	Experimental	3	Swift
81	Dr-Groot/CreateML_CoreML-Swift Brief introduction to CreateML and Model creation with small example of...	19	Experimental	4	Swift
82	binaryloader/core-ml-model-conversion Sample project demonstrating PyTorch to Core ML model conversion with...	19	Experimental	—	Swift
83	rockname/PhotoSelectionClassifier This is a sample app to create a photo selection classifier using CreateML...	18	Experimental	22	Swift
84	ananttt222/SWIFT 📱 Learn Swift with progressive code examples for beginners, covering key...	14	Experimental	—	Swift
85	muradmgamer/swift-ov1 🚀 Simplify your Swift development with swift-ov1, a lightweight framework...	14	Experimental	—	—
86	AristidesAI/Splat-Frame https://aristidesai.github.io/Splat-Frame/	14	Experimental	—	Swift
87	yutthanaiam/swift-xet 🚀 Download files efficiently from Hugging Face's content-addressable storage...	14	Experimental	—	PHP
88	stoobit/Foundation-Server An OpenAI-compatible API server for Apple's Foundation Models, built with...	14	Experimental	3	Swift
89	killian31/NailBiteMenu Real-time nail-biting detection app for MacOS	12	Experimental	1	Swift
90	NeilNie/CoreML-Models Popular CoreML Models	12	Experimental	5	—
91	RahulBhalley/deep-learning-with-swift-for-tensorflow-book Official source code for "Deep Learning with Swift for TensorFlow" 📖	12	Experimental	7	Swift
92	pavva94/SwiftRLLib Reinforcement Learning Framework in Swift	11	Experimental	—	Swift
93	Tzal3x/gyros-identifier An iOS app capable of detecting whether a photo contains a gyros or not....	11	Experimental	3	Swift
94	theolternative/SwiftDeepNeuralNetwork SwiftDeepNeuralNetwork aims to provide a step by step guide to Deep Neural...	11	Experimental	—	Swift
95	p1sangmas/RasaRadar RasaRadar is an iOS application that helps users discover and classify...	11	Experimental	—	Swift
96	Darko28/VCANet-iOS Simple iOS demo app for stroke lesion segmentation	11	Experimental	—	Swift
97	rishabh01solanki/PixeLearner Combining the power of MobileNetV2 with the privacy of on-device learning....	11	Experimental	4	Swift
98	Cyanosite/iFace Facial Attribute Recognition with CoreML model, written for demonstrational purposes	11	Experimental	3	Swift
99	Dr-Groot/HelAi HelAI [Help AI] is an iOS application with features such as Object Detection...	10	Experimental	2	Swift
100	drewalth/coreml-web-api Deploy CoreML Models on the Server with Vapor	10	Experimental	2	Swift
101	MitchellTesla/xSwiftAI LIB: A Neural Network Module for Swift Ai	10	Experimental	2	Swift
102	shmoylove/CounterML-iOS iOS App that implements state-of-the-art machine learning and computer...	10	Experimental	2	C++

Comparisons in this category

coremltools and Awesome-CoreML-Models (75 vs 47) Awesome-CoreML-Models and awesome-CoreML-models (47 vs 43) swift-apis and swift (50 vs 46) swift-apis and Swift-AI (50 vs 46) coremltools and CoreMLHelpers (75 vs 48) coremltools and awesome-CoreML-models (75 vs 43) awesome-ml and awesome-CoreML-models (45 vs 43) NeuralNet and Neuron (47 vs 45)