ModelDB

Open-source ML model versioning and experiment management.

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is ModelDB?

ModelDB is an open-source platform for managing machine learning models, experiments, and metadata. It helps teams track versions of their models and experiments to ensure reproducibility and streamline collaboration.

Key differentiator

ModelDB stands out as an open-source, self-hosted solution that focuses on model versioning and experiment management, providing teams full control over their ML metadata.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Model versioning and trackingmedium

Experiment managementmedium

Metadata storage and retrievalmedium

Integration with Python ML librariesmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited language support beyond Pythonhigh

Primary development and documentation focus on Python, other languages have limited or no official support

Small community and slow response to issuesmedium

GitHub repository has low activity with infrequent updates and issue resolutions

Fit analysis

Who is it for?

✓ Best for

Teams needing to track and manage multiple ML model versions

Projects requiring reproducibility of experiments across different environments

Organizations that need a self-hosted solution for ML metadata management

✕ Not a fit for

Users looking for cloud-based managed services without the need for self-hosting

Teams preferring a more integrated platform with built-in model training and deployment capabilities

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with ModelDB

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →