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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.

WebsiteGitHubXChangelog
Data confidence100/100
Source coverage98/100
Publish confidence99/100
Evidence checkedJul 30, 2026

Evidence Watch

ToolVitals has useful public signals for MLflow, but not enough evidence to publish a strong verdict score yet.

GitHub sourceChangelog/RSS source100/100 data confidence
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.

Maintenance and shipping signals are strong.

Source-visible projectAI Agent ToolsOSI-approved OSSEvidence Watch
Repository

GitHub Activity

PY
mlflow/mlflow
Stars27,285
Forks6,085
Watchers27,285
Open Issues2,078
Primary Language
Python
Last Commit
Today
Releases 90d
5
Default Branch
master
License
Apache-2.0
Repository Status
Active repository
Evidence

Signal Quality

Data Confidence100/100Strong
Source Coverage98/100Strong
Publish Confidence99/100Strong

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

Websitehttps://mlflow.orgGitHubmlflow/mlflowXhttps://x.com/MLflowChangelog RSShttps://mlflow.org/blog/rss.xml
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
Evidence Watch
Status
Active
Maintainers

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Latest

Recent Updates

Release Notes

Jun 17, 2026v3.14.0Jun 1, 2026v3.13.0May 22, 2026v3.13.0rc0May 15, 2026TypeScript SDK 0.2.0May 5, 2026v3.12.0

Blog Posts

Jul 8, 2026Review Queues: The Human Step Towards Better AIJul 2, 2026Multi-Harness AI Agents Need Multi-Layer Observability: Omnigent in MLflowJun 15, 2026How to Manage your LLM Teams using MLflow's Role-Based Access ControlMay 25, 2026Route Claude Code Through MLflow AI GatewayMay 6, 2026From Black Box to Observability: Tracing OpenClaw with MLflow

Next decisions

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MLflow
Dead checkIs MLflow dead?

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CompareMLflow vs AutoGPT

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Research mentioning MLflow
AI Agent ToolsTop 50 AI Agent Tools — June 2026
Tags
open-sourceagentopsagentsaiai-governanceapache-sparkevaluationlangchainllm-evaluationllmopsmachine-learningmlmlflowmlopsmodel-managementobservabilityopenaiprompt-engineeringtracing

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