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 16 mlops framework directories frameworks tracked. 3 score above 50 (established tier). The highest-rated is EthicalML/awesome-production-machine-learning at 64/100 with 20,248 stars. 2 of the top 10 are actively maintained.

Get all 16 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	EthicalML/awesome-production-machine-learning A curated list of awesome open source libraries to deploy, monitor, version...	64	Established	20,248	—
2	donnemartin/awesome-aws A curated list of awesome Amazon Web Services (AWS) libraries, open source...	57	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	47	Emerging	187	Vue
5	aws-samples/awesome-sagemaker A curated list of references for Amazon SageMaker	44	Emerging	177	—
6	visenger/awesome-mlops A curated list of references for MLOps	40	Emerging	13,810	—
7	Correia-jpv/fucking-awesome-aws A curated list of awesome Amazon Web Services (AWS) libraries, open source...	37	Emerging	13	Python
8	awesome-mlops/awesome-feature-store A curated list of awesome open source and commercial feature store tools and...	37	Emerging	21	—
9	awesome-mlops/awesome-hyperparameter-optimization A curated list of awesome open source tools and commercial products for...	32	Emerging	5	—
10	npow/awesome-metaflow Every Metaflow extension worth knowing, curated and organized	25	Experimental	6	—
11	metagrove/MlGuard MLGuard – Lightweight ML experiment manager and leakage detection toolkit	23	Experimental	1	Python
12	andreahlert/awesome-flyte A curated list of awesome Flyte resources, plugins, tools, and community projects.	22	Experimental	—	—
13	00umr/awesome-aws 🌟 Discover curated AWS resources including libraries, guides, and blogs to...	22	Experimental	—	Python
14	DaramolaDoes/daramoladoes.github.io MLOps • Quant ML • Deep Learning	17	Experimental	—	Python
15	Lowkey144/ai-data-engineering-ecosystem-guide 📊 Explore the AI, Machine Learning, Data Science, and Data Engineering...	14	Experimental	—	—
16	VioletVivirand/mlflow-workshop MLFlow Workshop Documents	10	Experimental	2	Jupyter Notebook

Comparisons in this category

awesome-production-machine-learning and awesome-mlops (64 vs 40) awesome-production-machine-learning and awesome-mlops (64 vs 53) awesome-aws and fucking-awesome-aws (57 vs 37) awesome-mlops and mlops.toys (53 vs 47)