MLOps Framework Directories ML Frameworks

Curated index repositories and taxonomy lists for MLOps tools, platforms, and workflows. Does NOT include individual MLOps tools, frameworks, or implementations themselves—only meta-resources that catalog and organize other MLOps solutions.

There are 20 mlops framework directories frameworks tracked. 3 score above 50 (established tier). The highest-rated is EthicalML/awesome-production-machine-learning at 60/100 with 20,248 stars. 2 of the top 10 are actively maintained.

Get all 20 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=mlops-framework-directories&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	EthicalML/awesome-production-machine-learning A curated list of awesome open source libraries to deploy, monitor, version...	60	Established	20,248	—
2	donnemartin/awesome-aws A curated list of awesome Amazon Web Services (AWS) libraries, open source...	60	Established	13,944	Python
3	kelvins/awesome-mlops :sunglasses: A curated list of awesome MLOps tools	53	Established	5,053	Python
4	aporia-ai/mlops.toys 🎲 A curated list of MLOps projects, tools and resources	40	Emerging	187	Vue
5	visenger/awesome-mlops A curated list of references for MLOps	40	Emerging	13,810	—
6	aws-samples/awesome-sagemaker A curated list of references for Amazon SageMaker	37	Emerging	177	—
7	hidatara-ds/evolipia-radar Engineering Verified Overview of Latest Insights, Priorities, Impact & Analytics	35	Emerging	1	Go
8	Correia-jpv/fucking-awesome-aws A curated list of awesome Amazon Web Services (AWS) libraries, open source...	33	Emerging	13	Python
9	awesome-mlops/awesome-feature-store A curated list of awesome open source and commercial feature store tools and...	30	Emerging	21	—
10	npow/awesome-metaflow Every Metaflow extension worth knowing, curated and organized	26	Experimental	6	—
11	awesome-mlops/awesome-hyperparameter-optimization A curated list of awesome open source tools and commercial products for...	25	Experimental	5	—
12	metagrove/MlGuard MLGuard – Lightweight ML experiment manager and leakage detection toolkit	23	Experimental	1	Python
13	andreahlert/awesome-flyte A curated list of awesome Flyte resources, plugins, tools, and community projects.	22	Experimental	—	—
14	00umr/awesome-aws 🌟 Discover curated AWS resources including libraries, guides, and blogs to...	22	Experimental	—	Python
15	galafis/data-mesh-implementation-framework Data Mesh concepts in Python - Data Products with schema validation, CRUD,...	20	Experimental	1	Python
16	IBMDeveloperMEA/automate-model-building-with-autoai This repo contains the assets used for a workshop in the MEA Developer...	17	Experimental	3	—
17	bench-ai/Docs Bench AI Docs!	16	Experimental	3	MDX
18	DaramolaDoes/daramoladoes.github.io MLOps • Quant ML • Deep Learning	15	Experimental	—	Python
19	PerfectThymeTech/azure-ai-ml Repository to showcase how to implement enterprise ready ML & AI use-cases on Azure.	14	Experimental	—	HCL
20	Lowkey144/ai-data-engineering-ecosystem-guide 📊 Explore the AI, Machine Learning, Data Science, and Data Engineering...	14	Experimental	—	—

Comparisons in this category

awesome-production-machine-learning and awesome-mlops (60 vs 40) awesome-production-machine-learning and awesome-mlops (60 vs 53) awesome-aws and fucking-awesome-aws (60 vs 33) awesome-mlops and mlops.toys (53 vs 40)