ML Platform Builder MLOps Tools

Tools for constructing end-to-end ML workflows, applications, and pipelines with integrated orchestration, monitoring, and deployment capabilities. Does NOT include specialized libraries for individual ML tasks (training, inference, data processing) or domain-specific applications.

There are 24 ml platform builder tools tracked. 8 score above 70 (verified tier). The highest-rated is ray-project/ray at 86/100 with 41,767 stars. 6 of the top 10 are actively maintained.

Get all 24 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mlops&subcategory=ml-platform-builder&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	ray-project/ray Ray is an AI compute engine. Ray consists of a core distributed runtime and...	86	Verified	41,767	Python
2	great-expectations/great_expectations Always know what to expect from your data.	84	Verified	11,270	Python
3	kedro-org/kedro-viz Visualise your Kedro data and machine-learning pipelines and track your experiments.	83	Verified	743	JavaScript
4	polyaxon/traceml Engine for ML/Data tracking, visualization, explainability, drift detection,...	82	Verified	530	Python
5	wandb/wandb The AI developer platform. Use Weights & Biases to train and fine-tune...	81	Verified	10,897	Python
6	flyteorg/flytekit Extensible Python SDK for developing Flyte tasks and workflows. Simple to...	73	Verified	313	Python
7	Avaiga/taipy Turns Data and AI algorithms into production-ready web applications in no time.	71	Verified	19,118	Python
8	Labelbox/labelbox-python The data factory for next gen AI	71	Verified	146	Python
9	neptune-ai/neptune-query Read-only API for fetching metadata tracked with the Neptune logging client.	65	Established	4	Python
10	getindata/kedro-vertexai Kedro Plugin to support running workflows on GCP Vertex AI Pipelines	63	Established	38	Python
11	ML-TANGO/TANGO public repo for TANGO (Target Aware No-code neural network Generation and...	60	Established	152	Python
12	DagsHub/client DagsHub client libraries	58	Established	101	Python
13	flyteorg/flyte-sdk Type-safe, distributed orchestration of agents, ML pipelines, and real-time...	57	Established	96	Python
14	nebari-dev/nebari-docs 📖 Documentation for Nebari	56	Established	21	—
15	polyaxon/cli Polyaxon Core Client & CLI to streamline MLOps	54	Established	19	Python
16	MontOpsInc/nabled nabled aims to be Rust's goto library for Linear Algebra & ML: performant,...	37	Emerging	9	Rust
17	fnauman/ts-agents CLI toolkit for time-series analysis with pluggable sandboxes, reusable...	35	Emerging	2	Python
18	TheDataEngineX/dex DataEngineX core framework — medallion pipelines, ML registry, RAG,...	30	Emerging	5	Python
19	Rusheel86/preflight Pre-flight checks for PyTorch pipelines. Catch silent failures before they...	28	Experimental	18	Python
20	TheDataEngineX/dex-studio Desktop control plane for the DataEngineX platform — built with NiceGUI,...	27	Experimental	3	Python
21	HydraStream/HydraStream Concurrent HTTP downloader with in-memory stream reordering (httpx + uvloop).	26	Experimental	2	Python
22	arnabdeypolimi/video_ai_telemetry OpenTelemetry observability for real-time AI video pipelines	26	Experimental	2	Python
23	programmersd21/sciwizard 🧙‍♂️ A professional machine learning GUI for scientists, developers &...	24	Experimental	2	Python
24	yvnnhong/beaver-watershed-pipeline Weekly-automated AWS data engineering pipeline that spatially joins GBIF...	19	Experimental	4	Python

Comparisons in this category

flytekit and flyte-sdk (73 vs 57)