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.

Data confidence90/100
Source coverage100/100
Publish confidence92/100
Evidence checkedSep 14, 2026
About this tool

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.

Commit continuity, contributor activity, and delivery signals are strong.

Source-visible projectAI Agent ToolsOSI-approved OSSScored Intelligence
Score Breakdown

Public signal read

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How to read this

The overall score reflects ToolVitals maintenance and delivery evidence. Adoption is shown as public context only and does not change the overall score.

Activity
Commit activity across recent and sustained windows, with releases as a small supporting signal.
Reliability
Maintenance posture from commit recency, continuity, and active contributors.
Adoption
Public footprint from GitHub stars and forks when available.
ToolVitals97/100Health98/100Shipping97/100Zombie Risk0/100
Overall Score97Active
Activity97
Reliability98
Adoption91
Project provenance

Fork network

Popular active forks

Highest GitHub star count first
Repository

GitHub Activity

PY
mlflow/mlflow
Stars27,938
Forks6,298
Contributors57Active in 90d · as of Sep 14, 2026
Open Issues2,100
Primary Language
Python
Last Commit
Today
Commits 30d
364
Commits 90d
911
Releases 90d
5
Default Branch
master
License
Apache-2.0
Repository Status
Active repository
Evidence

Signal Quality

Data Confidence90/100Strong
Source Coverage100/100Strong
Publish Confidence92/100Strong

ConfidenceHigh-confidence score from multiple public signals.

Zombie RiskNo meaningful zombie signal right now.

How ToolVitals scores work
Openness

License Evidence

Class
OSI-approved OSS
License
Apache-2.0

This tool has an OSI-approved open-source license signal.

Sources

Tracked Sources

Profile

Classification

Category
Developer Tools
Use Case
AI Agent Tools
Openness
OSI-approved OSS
License
Apache-2.0
Tool Mode
Source-visible project
Score Model
Open Source Maintenance
Score Visibility
Scored Intelligence
Status
Active
Maintainers

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Machine-readable profile

Use the clean Markdown or structured JSON representation from the same published ToolVitals evidence snapshot.

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Tags
open-sourceagentopsagentsaiai-governanceapache-sparkevaluationlangchainllm-evaluationllmopsmachine-learningmlmlflowmlopsmodel-managementobservabilityopenaiprompt-engineeringtracing

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