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MLReef

Collaborative ML platform combining Git-based code, data and pipeline sharing with experiment tracking.

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DE Est. 2019 Active AI API / SDK for Developers

Our Verdict

A niche Git-style ML collab tool; most teams will be better served by MLflow or DVC.

Pros

  • Git-native collaboration for ML teams
  • Combines pipeline and data sharing
  • Open-source option available

Cons

  • Smaller community vs MLflow/DVC
  • Feature set overlaps with more popular tools
  • Development pace uncertain
Best for: Small ML groups wanting a self-hosted GitLab-like experience for models Not for: Teams already standardized on MLflow, DVC or Weights & Biases

When to Use MLReef

Good fit if you need

  • Collaborating on ML experiments with Git-based versioning
  • Building reproducible data science pipelines in shared workspaces
  • Managing model and dataset versioning for distributed ML teams
  • Running ML pipelines in a GitHub-like collaborative environment

Lock-in Assessment

High 4/5
Lock-in Score
4/5

MLReef Pricing

Pricing Model
freemium
Free Tier
Yes
Entry Price
Enterprise Available
No
Transparency Score

Beta — estimates may differ from actual pricing

1,000
1001K10K100K1M

Estimated Monthly Cost

$25

Estimated Annual Cost

$300

Estimates are approximate and may not reflect current pricing. Always check the official pricing page.

Project Health

F

Health Score

1.5k 306
Bus Factor

7

Last Commit

3.5 years

Release Freq

N/A

Open Issues

0

Issue Response

38d

License

NOASSERTION

Last checked: 2026-04-21

Community Discussion

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