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 54 ml model serving frameworks tracked. 2 score above 50 (established tier). The highest-rated is ai4os/DEEPaaS at 52/100 with 35 stars and 918 monthly downloads.

Get all 54 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	GACWR/OpenModelStudio An Agentic AI Engine & Workbench for Data Scientists	51	Established	2	TypeScript
3	datmo/datmo Open source production model management tool for data scientists	49	Emerging	344	Python
4	pratos/flask_api Creating a Machine Learning API using Flask - Repository for AV Article	44	Emerging	193	HTML
5	kb22/ML-React-App-Template This is a template for creating a Machine Learning application with its...	44	Emerging	308	JavaScript
6	GZTipDM/TipDM TipDM建模平台，开源的数据挖掘工具。	44	Emerging	236	JavaScript
7	jeff1evesque/machine-learning Web-interface + rest API for classification and regression...	42	Emerging	260	JavaScript
8	marcogdepinto/Deep-learning-model-deploy-with-django Serving a keras model (neural networks) in a website with the python...	41	Emerging	94	Python
9	looker-open-source/app-ml-accelerator Looker extension designed to give business users access to BigQuery and...	37	Emerging	18	LookML
10	alvertogit/deeplearning_flask Data Science AI Artificial Intelligence Deep Learning Python Keras Keras3...	37	Emerging	21	Jupyter Notebook
11	CleanPegasus/TensorDash TensorDash is an application that lets you remotely monitor your deep...	36	Emerging	173	Java
12	Rishit-dagli/TF-Watcher Monitor your ML jobs on mobile devices📱, especially for Google Colab / Kaggle	35	Emerging	60	Python
13	lobe/flask-server Bootstrap your Lobe machine learning model with our REST API starter project.	35	Emerging	33	Python
14	durgeshsamariya/MLgenerator MLgenerator is a web app which help you to generate machine learning starter...	33	Emerging	34	HTML
15	delsner/flask-angular-data-science Repository for a data science starter app using Flask, Angular and Docker....	33	Emerging	88	TypeScript
16	voided-org/deepkit-ml The collaborative real-time open-source machine learning devtool and...	33	Emerging	384	TypeScript
17	xxl4tomxu98/Flask-React-ML A template for machine learning Flask server setup and React app creation.	31	Emerging	11	JavaScript
18	MexsonFernandes/MLTool-BoilerPlate-DjangoProject A Django web app for building Machine Learning apps. It has email support,...	29	Experimental	10	JavaScript
19	iamyajat/HypeLinks-API A Smart Bookmark API that can classify websites into 10 different categories...	29	Experimental	25	HTML
20	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...	28	Experimental	114	JavaScript
21	ChristianSch/Pythia Machine Learning Experiment Monitoring Platform	27	Experimental	20	JavaScript
22	ml-energy/ml-energy.github.io Source for the ML.ENERGY homepage	27	Experimental	1	CSS
23	BathSalt-2/MetaModelMaker A powerful AI model generation platform that allows users to create, train,...	26	Experimental	3	TypeScript
24	xiabai84/ml_with_django a django backend template program for serving machine learning model	26	Experimental	8	JavaScript
25	IPVS-AS/MMP-Frontend A Model Management Platform (MMP) for Industry 4.0 Environments (Frontend)	26	Experimental	6	TypeScript
26	ardax/xDB Save, Manage, Explore, and Share Your Experiment Results	24	Experimental	3	JavaScript
27	MLforALL-app/MLforALL Making visualizations, machine learning, and data analysis easier for you!	23	Experimental	2	JavaScript
28	mdzaheerjk/Global-Mobility-Application-Analyzer Develop an automated system for analyzing and processing global mobility...	23	Experimental	7	—
29	incubated-geek-cc/your-custom-app-name Tutorial to deploy a ML Model to Heroku with Flask web application.	22	Experimental	5	HTML
30	Ahmad098777/dat 🔍 Audit source code with Dev Audit Tool (DAT) for security, compliance, and...	22	Experimental	—	Python
31	Mohanad7770/flower-installer 🌼 Automate Celery Flower setup and deployment with SSL, Basic Auth, and...	22	Experimental	—	Python
32	MukundaKatta/SchemaDiff Database schema diff and migration tool — compare schemas, detect changes,...	22	Experimental	—	Python
33	MukundaKatta/WebMonitor Website change detector — content snapshots, diff generation, significant...	22	Experimental	—	Python
34	MexsonFernandes/Boilerplate-for-Django-ML-Model-Deployment A Django wrapper that can be used for building web apps for Machine Learning...	21	Experimental	12	JavaScript
35	a-poor/flask-celery-ml Handling long-running processes (like ML model predictions) inside a Flask...	21	Experimental	12	HTML
36	jhowbhz/machine-learning-api Simple Machine Learning API	21	Experimental	7	Python
37	thonedra-dev/Ai_Model_Hub Multi-model ML web application with Flask - Spam detection, house/car price...	20	Experimental	1	HTML
38	Koushik-Srirambhatla/Smell-ML-for-Detecting-Code-Errors Smell-ML is a Flask-based machine learning web app that detects software...	19	Experimental	—	HTML
39	Anky209e/ModeLsmith A machine learning website created using Django.You can test our models of...	18	Experimental	3	HTML
40	Adi1-jadhav/donate_wise AI-powered full-stack donation platform connecting NGOs and donors using...	17	Experimental	3	HTML
41	wilfredpine/machine-learning-dev2dep Machine Learning from Development to Deployment using CNN and Django....	16	Experimental	3	Jupyter Notebook
42	akshay-rajan/expertsystem A User Interface for Data Preprocessing, Building and Testing Machine...	16	Experimental	3	HTML
43	MuhammedEnesTetik/lebbverse Uçtan uca makine öğrenimi platformu. Flask ve React tabanlı modüler yapı ile...	15	Experimental	—	JavaScript
44	louvredev/BetelChain Sebuah aplikasi web berbasis machine learning untuk mendukung transparansi...	15	Experimental	—	Vue
45	gaswiz/pythia-core Machine learning system for predicting digital advertising campaign...	15	Experimental	1	Jupyter Notebook
46	Taaran18/MLInsights Upload any dataset, explore it, clean it, train 30+ ML models, compare...	14	Experimental	—	TypeScript
47	MuhammadShahzeb1/MDT-dist 🚀 Accelerate 3D generation using Marginal-Data Transport Distillation with...	14	Experimental	—	HTML
48	saurin1004/ML-model-deployment-using-Flask-and-GCP This GitHub repository, provides a simple, practical project for deploying a...	14	Experimental	—	CSS
49	AuNic7/differ Compare two codebases quickly in the browser, showing added, deleted,...	14	Experimental	—	TypeScript
50	datatrustengineering/DataTrustEngineering Data Trust Engineering (DTE) is a vendor-neutral, engineering-first approach...	14	Experimental	3	HTML
51	GACWR/openuba-model-hub frontend, model registry, model search, and model marketplace for OpenUBA	12	Experimental	1	TypeScript
52	msr8/classification A website visualising various classification algorithms	11	Experimental	—	HTML
53	RezaTaheri01/deploy-ml-project Simple ML model + Flask	11	Experimental	—	HTML
54	Amine-Smahi/MyMaster MyMaster is a combination of an android app and a web api that uses a...	11	Experimental	22	Java

Comparisons in this category

ML-React-App-Template and Flask-React-ML (44 vs 31)