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zincware

ZnTrack

BGitRank 69/100Recently maintained

ZnTrack is a Python tool for creating, visualizing, running, and benchmarking DVC pipelines from Python scripts and Jupyter notebooks, aimed at reproducible data science and machine learning workflows.

We may earn commissions when you purchase through the links on this site.

Developer ToolsOpen-source softwareWorkflow automation
More repository topics · 7
gitdata-sciencemachine-learningdeveloper-toolsreproducibilitydata-version-controldvc
Stars
57

Forks
4

7.0% fork ratio

7-day growth
0

Language
Python

License: Apache-2.0

Selection & positioning guide

Structured overview of delivery form, target scenarios, and licensing boundaries

Developer Tools · Open-source software

Positioning & delivery

Categorized under Developer Tools and delivered as Open-source software, covering Workflow automation workflows.

Stack & community signals

Built primarily with Python. Community scale is summarized in the metrics above; use the star history and commit activity below to judge the quality and durability of its growth.

License & maintenance check

Licensed under Apache-2.0 with status "Recently maintained". Verify dependency requirements and the upstream LICENSE before production adoption.

Star history & growth

Based on collected snapshots

57 ★2 observations
2026-11-142026-11-15
Inspect recent observations
DateStars
2026-11-1457
2026-11-1557

Project profile

Repository metadata & lifecycle signals

License
Apache-2.0
Delivery form
Open-source software
Latest release
2025-12-04
Last push
2026-11-09
Created
2021-06-01 (5.4 yrs)
Fork / Star ratio
7.0%
Next Star milestone57 / 100 ★ (57%)
Open official repository

Get the source & start here

Cloning downloads source; follow official setup and dependency instructions.

git clone https://github.com/zincware/ZnTrack.git
READMEgithub.dev

After cloning, enter the project directory · cd ZnTrack

Code architecture & AI context tools
DeepWiki

Architecture wiki

GitIngest

Prompt-ready digest

Releases

Binaries & changelog

Issues

Bug tracker & Q&A

GitRank Project Score

5-dimension model · 60% input coverage

B69 / 100

Good

MaintenanceRecent push & release cadence
30 / 30
Delivery informationSetup docs, examples & prerequisites
13 / 25
Community signalsStar scale & fork participation
9 / 20
Recent growth7-day net gain & momentum
7 / 15
Usage informationDescription, license & homepage
10 / 10

Computed automatically from repository activity, documentation structure, community signals, and recent growth.

Frequently Asked Questions about ZnTrack

Is zincware/ZnTrack still actively maintained in 2026?+

zincware/ZnTrack is currently rated "Recently maintained" with a GitRank engineering score of 69/100. Its latest recorded code push was on 2026-11-09, with the latest tagged release on 2025-12-04.

Can I use zincware/ZnTrack for commercial projects?+

Yes. zincware/ZnTrack uses the permissive Apache-2.0 open-source license, which generally permits commercial use, modification, private deployment, and distribution provided copyright notices are retained.

What are the best open-source alternatives to zincware/ZnTrack?+

Top actively maintained open-source alternatives and comparable projects to zincware/ZnTrack in Developer Tools include microsoft/ML-For-Beginners (92,185 stars), keras-team/keras (64,426 stars), usebruno/bruno (48,399 stars). Follow the internal links below to compare their architecture and licensing.

microsoft/ML-For-Beginners (★ 92,185)keras-team/keras (★ 64,426)usebruno/bruno (★ 48,399)
How fast is zincware/ZnTrack growing on GitHub?+

Net Star change over the past 7 days: 0 Stars.

View Star history