ML Experiment Tracking ML Frameworks

Tools for versioning, tracking, and managing machine learning experiments, including data versioning, model checkpoints, metrics logging, and experiment comparison. Does NOT include model serving, deployment infrastructure, hyperparameter optimization frameworks, or general MLOps pipeline orchestration.

There are 102 ml experiment tracking frameworks tracked. 2 score above 70 (verified tier). The highest-rated is treeverse/dvc at 85/100 with 15,443 stars and 2,111,672 monthly downloads. 3 of the top 10 are actively maintained.

Get all 102 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	treeverse/dvc 🦉 Data Versioning and ML Experiments	85	Verified	15,443	Python
2	runpod/runpod-python 🐍 \| Python library for RunPod API and serverless worker SDK.	79	Verified	279	Python
3	uber/petastorm Petastorm library enables single machine or distributed training and...	67	Established	1,880	Python
4	carsdotcom/skelebot Machine Learning Project Development Tool	65	Established	31	Python
5	microsoft/vscode-jupyter VS Code Jupyter extension	64	Established	1,482	TypeScript
6	operatorai/modelstore 🏬 modelstore is a Python library that allows you to version, export, and...	61	Established	401	Python
7	deepchecks/deepchecks Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks...	61	Established	3,990	Python
8	J535D165/recordlinkage A powerful and modular toolkit for record linkage and duplicate detection in Python	60	Established	1,047	Python
9	4paradigm/OpenMLDB OpenMLDB is an open-source machine learning database that provides a feature...	60	Established	1,681	C++
10	GokuMohandas/Made-With-ML Learn how to develop, deploy and iterate on production-grade ML applications.	59	Established	46,718	Jupyter Notebook
11	mad-lab-fau/tpcp Pipeline and Dataset helpers for complex algorithm evaluation.	58	Established	19	Python
12	ml6team/fondant Production-ready data processing made easy and shareable	57	Established	359	Python
13	lazyscribe/lazyscribe Lightweight, lazy model experiment logging	55	Established	7	Python
14	floydhub/floyd-cli Command line tool for FloydHub - the fastest way to build, train, and deploy...	55	Established	156	Python
15	basetenlabs/truss-examples Examples of models deployable with Truss	54	Established	218	Python
16	nuhame/mlpug MLPug is a library for training and evaluating Machine Learning (ML) models,...	54	Established	3	Python
17	openml/OpenML Open Machine Learning	53	Established	728	PHP
18	treeverse/dvclive 📈 Log and track ML metrics, parameters, models with Git and/or DVC	53	Established	189	Python
19	deepnote/jupyterlab-deepnote A .deepnote file viewer extension for JupyterLab	53	Established	9	TypeScript
20	firefly-cpp/succulent A lightweight framework for collecting and processing data from HTTP POST requests	53	Established	4	Python
21	IBM/sail Library for streaming data and incremental learning algorithms.	50	Established	27	Python
22	nidhaloff/igel a delightful machine learning tool that allows you to train, test, and use...	50	Established	3,137	Python
23	zincware/ZnTrack Create, visualize, run & benchmark DVC pipelines in Python & Jupyter notebooks.	49	Emerging	56	Python
24	ipums/hlink Hierarchical record linkage at scale	49	Emerging	13	Python
25	treeverse/vscode-dvc Machine learning experiment tracking and data versioning with DVC extension...	48	Emerging	218	TypeScript
26	deepnote/vscode-deepnote Deepnote extension for VSCode, Cursor and Windsurf	46	Emerging	36	TypeScript
27	eto-ai/rikai Parquet-based ML data format optimized for working with unstructured data	45	Emerging	141	Jupyter Notebook
28	CubicZebra/informatics Framework of fast implementation data processing and operating pipelines	45	Emerging	585	Python
29	HoloClean/holoclean A Machine Learning System for Data Enrichment.	44	Emerging	533	Python
30	TangleML/tangle Tangle is a web app that allows the users to build and run Machine Learning...	43	Emerging	201	Python
31	regel/loudml Loud ML is the first open-source AI solution for ICT and IoT automation	43	Emerging	304	Python
32	aporia-ai/mlnotify 🔔 No need to keep checking your training - just one import line and you'll...	43	Emerging	344	Vue
33	ahkarami/Deep-Learning-in-Production In this repository, I will share some useful notes and references about...	41	Emerging	4,381	—
34	amikos-tech/chromadb-data-pipes ChromaDB Data Pipes 🖇️ - The easiest way to get data into and out of ChromaDB	41	Emerging	20	Python
35	yottalabsai/YottaML Python SDK and CLI for the YottaML cloud GPU platform. Manage pods,...	40	Emerging	6	Python
36	iterative/features A collection of development container 'features' for machine learning and...	39	Emerging	11	Shell
37	AbdoulayeSeydi/mlbuild MLBuild enforces inference performance SLAs in CI, automatically blocking...	38	Emerging	1	Python
38	pierpierpy/LightML Experiment tracking that stays out of your way. One pip install, one .db...	37	Emerging	4	Python
39	VashuTheGreat/ML-Learner Full stack machine learning learning repository covering model training,...	37	Emerging	1	TypeScript
40	lightforever/mlcomp Distributed DAG (Directed acyclic graph) framework for machine learning with UI	36	Emerging	190	Python
41	TangleML/website Tangle is a web app that allows the users to build and run Machine Learning...	35	Emerging	6	CSS
42	pailabteam/pailab a package for versioning, automatization and analysis of machine learning development	35	Emerging	25	Python
43	DigitalKin-ai/kin-kernel This package is designed to enable developers to create Cells	35	Emerging	6	Python
44	IBM/mlapp MLApp is a Python library for building scalable data science solutions that...	34	Emerging	46	Python
45	replicate/keepsake Version control for machine learning	34	Emerging	1,671	Python
46	Bread-Technologies/Bread-Dataset-Viewer VS Code extension to easily view and handle large datasets. Look at...	34	Emerging	2	TypeScript
47	aidd-msca/registry-factory An abstract implementation of the registry design pattern proposed in...	34	Emerging	11	Python
48	paletteml/mlsync Sync your ML data with your favorite productivity tools!	33	Emerging	73	Python
49	treeverse/example-get-started-experiments Get started DVC project	32	Emerging	65	Python
50	modelhub-ai/modelhub A collection of deep learning models with a unified API.	31	Emerging	68	Python
51	oap-project/cloudtik Cloud Scale Platform for Distributed Analytics and AI	30	Emerging	24	Python
52	ModelChimp/modelchimp Experiment tracking for machine and deep learning projects	30	Emerging	128	JavaScript
53	iterative/VSCode-DVC-Workshop Workshop about DVC VSCode Extension	29	Experimental	13	Jupyter Notebook
54	modelhub-ai/modelhub-engine Backend library, framework, and API for models in modelhub	29	Experimental	10	Python
55	UETAILab/uetai Custom ML tracking experiment and debugging tools.	29	Experimental	15	Python
56	treeverse/chocolatey-dvc Chocolatey package for dvc	28	Experimental	2	PowerShell
57	AICoE/experiment-tracking Experiment Tracking for Machine Learning Jobs	28	Experimental	5	Shell
58	FanaticPythoner/AutoAi AI automation library that allows automatic training for a large amount of...	28	Experimental	8	Python
59	amakelov/mandala A simple & elegant experiment tracking framework that integrates persistence...	28	Experimental	538	Jupyter Notebook
60	guildai/guildai-r Track machine learning experiments	27	Experimental	19	R
61	radiantone/entangle A lightweight (serverless) native python parallel processing framework based...	27	Experimental	103	Python
62	finegrain-ai/trackio-tool A tool to work with Trackio data files.	26	Experimental	7	Python
63	npatta01/pytorch-serving-workshop Slides and notebook for the workshop on serving bert models in production	26	Experimental	25	Jupyter Notebook
64	kubegems/modelx A simple, High-Performance, Scalable ML/DL Models Repository based on OCI Artifacts	25	Experimental	35	Go
65	JuliaAI/DearDiary.jl A lightweight but powerful machine learning experiment tracking tool for Julia	25	Experimental	17	Julia
66	shcheklein/dvc-docker-example An example of DVC pipeline with a Docker-wrapped command	23	Experimental	6	Dockerfile
67	galafis/feature-store-architecture Feature Store para ML: armazenamento online (Redis) e offline (Parquet), API...	23	Experimental	1	Python
68	CompBio-Lab/MESSI-pipeline MESSI - Multimodal Experiments with SyStematic Interrogation in nextflow	23	Experimental	1	R
69	liblaf/cherries 🍒 Sweet experiment tracking with Comet, DVC, and Git integration.	23	Experimental	1	Python
70	MukundaKatta/StreamPipe Composable async streaming pipeline framework for LLM responses and data processing	22	Experimental	—	Python
71	anekanews777/tinytracker 🔬 Track your ML experiments effortlessly with TinyTracker—local,...	22	Experimental	—	Python
72	homeofe/BMAS BMAS: Research project for AI-assisted metric evaluation and experiment tracking	22	Experimental	—	Python
73	durandtibo/minrecord Minimalist library to record values in a ML workflow	22	Experimental	—	Python
74	Sidgithub18/mlbuild Enforce ML model performance in CI/CD by benchmarking inference, validating...	22	Experimental	—	Python
75	srinagadurga3455/mlforge End-to-end ML pipeline library — from data loading to production monitoring	22	Experimental	—	Python
76	MukundaKatta/PipelineAI CI/CD pipeline generator — auto-detect projects and generate GitHub Actions,...	22	Experimental	—	Python
77	rogue-agent1/spinner spinner - Terminal spinner/progress wrapper for long-running commands	22	Experimental	—	Python
78	rhussain21/edge-ai-pipeline Building a structured corpus of industrial automation knowledge for AI systems	22	Experimental	—	Python
79	MukundaKatta/ConfigAI Smart config file generator — auto-detect projects, generate...	22	Experimental	—	Python
80	guilycst/lazy-dvc A serverless-style LFS alternative that uses GitHub Org membership as...	22	Experimental	—	Go
81	okenakt/protium Interactive Python environment for VS Code with flexible execution in your workflow	21	Experimental	2	TypeScript
82	SymbioticLab/ModelKeeper A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup	20	Experimental	36	Python
83	Minoro/pgpyml An in-database machine learning solution to run python models in Postgres	20	Experimental	18	PLpgSQL
84	knap-ai/knapsack Fast, private data connectors for AI ⚡️🤖	20	Experimental	17	Python
85	NoOPeEKS/DataNvim A fully-featured batteries-included Neovim distribution for the world of...	20	Experimental	110	Lua
86	raymon-ai/raymon The official http://raymon.ai data profiling and logging library.	20	Experimental	18	Python
87	getindata/quickstart-ml-blueprints Data science project development best practices and state of the art...	19	Experimental	20	Jupyter Notebook
88	getindata/quickstart-ml-starter Kedro starterts to quickly set up new projects according to QuickStart ML...	19	Experimental	5	—
89	mosh3eb/TrainKeeper TrainKeeper is a minimal-decision, high-signal toolkit for building...	19	Experimental	—	Python
90	MPX0222/BLS-APIs A Modified Toolbox for Broad Learning System, with sklearn liked APIs and...	19	Experimental	33	Python
91	rack2cloud/ai-cluster-failure-modes Diagnostic frameworks for high-performance compute architectures, checkpoint...	19	Experimental	—	—
92	the-ai-merge/production-hub Hands-on hub to learn techniques to optimize and serve AI models to...	18	Experimental	14	Jupyter Notebook
93	felixmccuaig/flowbase A declarative ML platform for tabular data that eliminates infrastructure...	15	Experimental	1	Python
94	Scontel/distributed-ml-ops Scalable MLOps framework for distributed training and model deployment with...	14	Experimental	—	—
95	rogue-agent1/middleware-chain-py Middleware pipeline pattern	14	Experimental	—	Python
96	Kind-italianwoodbine415/warm-start Speed up code sessions by automatically loading your project's git state,...	14	Experimental	—	Shell
97	Darekmi9/feature-store-v1 🚀 Build a local-first, cloud-extensible Feature Store to simplify MLOps,...	14	Experimental	—	Python
98	KUNAL7231/ml-itg 🤖 Streamline machine learning workflows with ml-itg, a toolkit designed for...	14	Experimental	—	—
99	iterative/studio-support ❓ DVC Studio Issues, Question, and Discussions	12	Experimental	17	—
100	josephmachado/data-pipeline-generator Data pipeline code generator for portfolio projects	11	Experimental	2	Python
101	seunboy1/DVC_GITHUB_CODE This contains the dvc files created from data versioning.	10	Experimental	1	—
102	nidhinradh/quickstartml Quickstart ML is a tool to generate boilerplate code for your machine...	10	Experimental	1	Python

Comparisons in this category

dvc and dvclive (85 vs 53) OpenMLDB and OpenML (60 vs 53)