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 89 ml experiment tracking frameworks tracked. 2 score above 70 (verified tier). The highest-rated is treeverse/dvc at 76/100 with 15,443 stars. 3 of the top 10 are actively maintained.

Get all 89 projects as JSON

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

Comparisons in this category

dvc and dvclive (76 vs 60) OpenMLDB and OpenML (64 vs 60)