Comparison
dvc vs modeldb
Verdict
Pick dvc if dVC is a command-line tool for reproducible ML projects, enabling data versioning, lightweight pipelines, experiment tracking, comparison, and sharing; pick modeldb if modelDB caters to Java developers focusing on open-source solutions for managing machine-learning model versions and experiments with Apache 2.0 licensing.
Markdown twin · dvc alternatives · modeldb alternatives
GraphCanon updated 3w
Trust & integrity
| Signal | dvc | modeldb |
|---|---|---|
| Maintenance | Very active (3d since push) As of 3w · github_public_v1 | Dormant (741d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization account As of 3w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | Published findings As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- dvc
- Data Versioning and ML Experiments
- modeldb
- Open Source ML Model Versioning Metadata and Experiment Management
Stars
- dvc
- 16k
- modeldb
- 1.7k
Forks
- dvc
- 1.3k
- modeldb
- 289
Open issues
- dvc
- 196
- modeldb
- 194
Language
- dvc
- Python
- modeldb
- Java
Adopt for
- dvc
- DVC is a command-line tool for reproducible ML projects, enabling data versioning, lightweight pipelines, experiment tracking, comparison, and sharing.
- modeldb
- ModelDB caters to Java developers focusing on open-source solutions for managing machine-learning model versions and experiments with Apache 2.0 licensing.
Persona
- dvc
- -
- modeldb
- -
Runtime
- dvc
- -
- modeldb
- -
License
- dvc
- Apache-2.0
- modeldb
- Apache-2.0
Last pushed
- dvc
- Jul 31, 2026
- modeldb
- Jul 23, 2024
Categories
- dvc
- Data & Retrieval, Developer Tools
- modeldb
- Model Training
Trust and health
Maintenance
- dvc
- Very active (96%)
- modeldb
- Dormant (18%)
Days since push
- dvc
- 3d
- modeldb
- 741d
Open issues (now)
- dvc
- 196
- modeldb
- 194
OSV dependency advisories
- dvc
- No lockfile (source not queried)
- modeldb
- Published findings
Full report
- dvc
- Trust report
- modeldb
- Trust report
Choose dvc if…
- dvc is primarily Python; modeldb is Java.
- Tags unique to dvc: ai, data-science, reproducibility, unstructured-data.
- Also covers Data & Retrieval, Developer Tools.
- Need to manage large datasets while only syncing version information with Git
When NOT to use dvc
- Looking for a GUI-focused tool for data versioning and analysis
- Require full cloud orchestration services beyond basic DVCS capabilities
- Project focuses on traditional software development with no ML involvement
Choose modeldb if…
- modeldb is primarily Java; dvc is Python.
- Tags unique to modeldb: model-management, model-versioning.
- Also covers Model Training.
- Use ModelDB for projects where you need an open-source solution that supports Java applications and focuses on detail-rich management of ML models, metadata, and experiments.
When NOT to use modeldb
- Avoid ModelDB if the project primarily uses languages other than Java, as this could limit accessibility and integrate poorly without additional support systems.
- Not recommended if your team requires specialized features for real-time model deployment or continuous integration that are not emphasized by ModelDB.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (treeverse/dvc) · observed Aug 3, 2026
- GitHub forks (treeverse/dvc) · observed Aug 3, 2026
- Last push (treeverse/dvc) · observed Jul 31, 2026
- License file (Apache-2.0) · observed Aug 3, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (VertaAI/modeldb) · observed Aug 4, 2026
- GitHub forks (VertaAI/modeldb) · observed Aug 4, 2026
- Last push (VertaAI/modeldb) · observed Jul 23, 2024
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: dvc 16k · modeldb 1.7k (synced Aug 3, 2026).
Common questions
- What is the difference between dvc and modeldb?
- dvc: Data Versioning and ML Experiments. modeldb: Open Source ML Model Versioning Metadata and Experiment Management. See the comparison table for live GitHub stats and shared categories.
- When should I choose dvc over modeldb?
- Choose dvc over modeldb when dvc is primarily Python; modeldb is Java; Tags unique to dvc: ai, data-science, reproducibility, unstructured-data; Also covers Data & Retrieval, Developer Tools; Need to manage large datasets while only syncing version information with Git.
- When should I choose modeldb over dvc?
- Choose modeldb over dvc when modeldb is primarily Java; dvc is Python; Tags unique to modeldb: model-management, model-versioning; Also covers Model Training; Use ModelDB for projects where you need an open-source solution that supports Java applications and focuses on detail-rich management of ML models, metadata, and experiments.
- When should I avoid dvc?
- Looking for a GUI-focused tool for data versioning and analysis Require full cloud orchestration services beyond basic DVCS capabilities Project focuses on traditional software development with no ML involvement
- When should I avoid modeldb?
- Avoid ModelDB if the project primarily uses languages other than Java, as this could limit accessibility and integrate poorly without additional support systems. Not recommended if your team requires specialized features for real-time model deployment or continuous integration that are not emphasized by ModelDB.
- Is dvc or modeldb more popular on GitHub?
- dvc has more GitHub stars (15,787 vs 1,749). Stars measure visibility, not whether either tool fits your constraints.
- Are dvc and modeldb open source?
- Yes - both are open-source projects on GitHub (dvc: Apache-2.0, modeldb: Apache-2.0).
- Where can I find alternatives to dvc or modeldb?
- GraphCanon lists graph-backed alternatives at dvc alternatives and modeldb alternatives (dvc markdown twin, modeldb markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, dvc or modeldb?
- dvc: Very active. modeldb: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for dvc and modeldb?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: dvc trust report; modeldb trust report.