ML Model Serving ML Frameworks

Web frameworks and deployment boilerplates for exposing trained machine learning models as production REST APIs. Includes Flask, Django, and similar server frameworks with integrated model inference pipelines. Does NOT include model training frameworks, cloud MLOps platforms, or containerization tools used independently of model serving.

There are 48 ml model serving frameworks tracked. 5 score above 50 (established tier). The highest-rated is ai4os/DEEPaaS at 52/100 with 35 stars.

Get all 48 projects as JSON

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

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#	Framework	Score	Tier	Stars	Language
1	ai4os/DEEPaaS A REST API to serve machine learning and deep learning models	52	Established	35	Python
2	GZTipDM/TipDM TipDM建模平台，开源的数据挖掘工具。	51	Established	236	JavaScript
3	pratos/flask_api Creating a Machine Learning API using Flask - Repository for AV Article	51	Established	193	HTML
4	datmo/datmo Open source production model management tool for data scientists	51	Established	344	Python
5	kb22/ML-React-App-Template This is a template for creating a Machine Learning application with its...	51	Established	308	JavaScript
6	jeff1evesque/machine-learning Web-interface + rest API for classification and regression...	49	Emerging	260	JavaScript
7	marcogdepinto/Deep-learning-model-deploy-with-django Serving a keras model (neural networks) in a website with the python...	48	Emerging	94	Python
8	looker-open-source/app-ml-accelerator Looker extension designed to give business users access to BigQuery and...	44	Emerging	18	LookML
9	CleanPegasus/TensorDash TensorDash is an application that lets you remotely monitor your deep...	43	Emerging	173	Java
10	lobe/flask-server Bootstrap your Lobe machine learning model with our REST API starter project.	42	Emerging	33	Python
11	Rishit-dagli/TF-Watcher Monitor your ML jobs on mobile devices📱, especially for Google Colab / Kaggle	42	Emerging	60	Python
12	alvertogit/deeplearning_flask Data Science AI Artificial Intelligence Deep Learning Python Keras Keras3...	41	Emerging	21	Jupyter Notebook
13	delsner/flask-angular-data-science Repository for a data science starter app using Flask, Angular and Docker....	40	Emerging	88	TypeScript
14	voided-org/deepkit-ml The collaborative real-time open-source machine learning devtool and...	40	Emerging	384	TypeScript
15	durgeshsamariya/MLgenerator MLgenerator is a web app which help you to generate machine learning starter...	40	Emerging	34	HTML
16	xxl4tomxu98/Flask-React-ML A template for machine learning Flask server setup and React app creation.	38	Emerging	11	JavaScript
17	MexsonFernandes/MLTool-BoilerPlate-DjangoProject A Django web app for building Machine Learning apps. It has email support,...	36	Emerging	10	JavaScript
18	iamyajat/HypeLinks-API A Smart Bookmark API that can classify websites into 10 different categories...	36	Emerging	25	HTML
19	kuhung/flask_vue_ML 后端+前端+算法模型，机器学习项目 demo。Flask + vue + ML, full stack machine learning project...	35	Emerging	114	JavaScript
20	ChristianSch/Pythia Machine Learning Experiment Monitoring Platform	34	Emerging	20	JavaScript
21	ml-energy/ml-energy.github.io Source for the ML.ENERGY homepage	34	Emerging	1	CSS
22	xiabai84/ml_with_django a django backend template program for serving machine learning model	33	Emerging	8	JavaScript
23	IPVS-AS/MMP-Frontend A Model Management Platform (MMP) for Industry 4.0 Environments (Frontend)	33	Emerging	6	TypeScript
24	ardax/xDB Save, Manage, Explore, and Share Your Experiment Results	31	Emerging	3	JavaScript
25	MLforALL-app/MLforALL Making visualizations, machine learning, and data analysis easier for you!	30	Emerging	2	JavaScript
26	incubated-geek-cc/your-custom-app-name Tutorial to deploy a ML Model to Heroku with Flask web application.	29	Experimental	5	HTML
27	jhowbhz/machine-learning-api Simple Machine Learning API	28	Experimental	7	Python
28	a-poor/flask-celery-ml Handling long-running processes (like ML model predictions) inside a Flask...	28	Experimental	12	HTML
29	MexsonFernandes/Boilerplate-for-Django-ML-Model-Deployment A Django wrapper that can be used for building web apps for Machine Learning...	28	Experimental	12	JavaScript
30	wilfredpine/machine-learning-dev2dep Machine Learning from Development to Deployment using CNN and Django....	23	Experimental	3	Jupyter Notebook
31	akshay-rajan/expertsystem A User Interface for Data Preprocessing, Building and Testing Machine...	23	Experimental	3	HTML
32	MukundaKatta/WebMonitor Website change detector — content snapshots, diff generation, significant...	22	Experimental	—	Python
33	Anky209e/ModeLsmith A machine learning website created using Django.You can test our models of...	21	Experimental	3	HTML
34	gaswiz/pythia-core Machine learning system for predicting digital advertising campaign...	21	Experimental	1	Jupyter Notebook
35	Koushik-Srirambhatla/Smell-ML-for-Detecting-Code-Errors Smell-ML is a Flask-based machine learning web app that detects software...	21	Experimental	—	HTML
36	thonedra-dev/Ai_Model_Hub Multi-model ML web application with Flask - Spam detection, house/car price...	20	Experimental	1	HTML
37	Adi1-jadhav/donate_wise AI-powered full-stack donation platform connecting NGOs and donors using...	19	Experimental	3	HTML
38	Amine-Smahi/MyMaster MyMaster is a combination of an android app and a web api that uses a...	18	Experimental	22	Java
39	MuhammedEnesTetik/lebbverse Uçtan uca makine öğrenimi platformu. Flask ve React tabanlı modüler yapı ile...	17	Experimental	—	JavaScript
40	MuhammadShahzeb1/MDT-dist 🚀 Accelerate 3D generation using Marginal-Data Transport Distillation with...	14	Experimental	—	HTML
41	RezaTaheri01/deploy-ml-project Simple ML model + Flask	13	Experimental	—	HTML
42	msr8/classification A website visualising various classification algorithms	13	Experimental	—	HTML
43	ntinouldinho/ml-flask-app Web application written in Python using flask and deployed on Heroku. The...	11	Experimental	3	HTML
44	dsherma7/DeepLearningAPI An API for building deep learning models on a remote server with a...	11	Experimental	—	JavaScript
45	eio/vagrant-docker-flask-tensorflow Vagrant+Docker+Flask web app using Tensorflow machine learning model to...	11	Experimental	—	JavaScript
46	smrfeld/chamfer-viz Visualization of Chamfer distance between point clouds using Dash app	11	Experimental	—	JavaScript
47	ozanix/ML_Tool A simple to use, AI application development tool that doesn't require any...	11	Experimental	3	HTML
48	markomih/compareme Web system with an intuitive design that allows fast classifier comparison	10	Experimental	2	TypeScript

Comparisons in this category

ML-React-App-Template and Flask-React-ML (51 vs 38)