MLflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
Public signal read
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How to read this
These bars are a reader-facing view of the ToolVitals evidence model. They summarize maintenance, shipping, confidence, and decay signals. Hosted pricing evidence is shown separately.
- Activity
- Recent commits, releases, changelog, package, and product-motion signals.
- Reliability
- Maintenance posture from recency, release evidence, availability, and repo signals.
- Adoption
- Public footprint from GitHub stars, forks, and watchers when available.
- Sustainability
- Longer-term posture combining health, activity, adoption, confidence, and decay risk.
Score History
Scores collected daily. More data points appear as the tracker runs.
What ToolVitals knows about MLflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
This tool has an OSI-approved open-source license signal.
Maintenance and shipping signals are strong.
GitHub Activity
- Primary Language
- Python
- Last Commit
- Today
- Releases 90d
- 10
- Default Branch
- master
- License
- Apache-2.0
- Repository Status
- Active repository
Signal Quality
ConfidenceHigh-confidence score from multiple public signals.
Zombie RiskNo meaningful zombie signal right now.
License Evidence
- Class
- OSI-approved OSS
- License
- Apache-2.0
- Pricing Scope
- No hosted pricing tracked
This tool has an OSI-approved open-source license signal.
Tracked Sources
Classification
- Category
- Developer Tools
- Use Case
- AI Agent Tools
- Openness
- OSI-approved OSS
- License
- Apache-2.0
- Pricing Scope
- No hosted pricing tracked
- Tool Mode
- Source-visible project
- Score Model
- Open Source Maintenance
- Score Visibility
- Scored Intelligence
- Status
- Active
Pricing Evidence
- Scope
- No hosted pricing tracked
- Free Tier
- Not detected
- Currency
- USD
- Tracked Plans
- 0
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Release Notes
Blog Posts
Next decisions
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