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Observability & evaluation

MLflow

Brings traditional model lifecycle management and LLM application tracing and evaluation into one platform.

28,221 stars

Overview

Research summary

MLflow supports both machine-learning experimentation and the development of LLM applications and agents. Teams can record parameters, metrics and artifacts, compare model runs and manage models through a registry. Its generative-AI features include tracing, evaluation, prompt management and a gateway for model access. Python and other integrations connect these capabilities to existing application frameworks. The project can be self-hosted and is Apache-licensed; managed services built around MLflow may apply their own operational and commercial terms.

Repository summary

Stars
28,221
Open issues
Unavailable
Last push
2026-10-02
Commits, 90 days
Unavailable
Repository activity
Not scored
Version
Unavailable

Recorded catalogue figures. View repository data and provenance →

Classification

Pricing & services

Paid services unknown

Whether the provider offers paid products or services has not been established.

Licence scope

Implementation

Recorded implementation details and interfaces for MLflow.

Implementation details

Python implementation with an interactive application or platform integration

Languages
Python
Repository type
source

Recorded interfaces and capabilities

Licence scope

Repository

Repository snapshots, release information and recorded maintenance signals.

Repository snapshot

mlflow/mlflow ↗

Stars
28,221
Open issues
Unavailable
Last push
2026-10-02
Commits, 90 days
Unavailable
Repository activity
Not scored
Archived
Not recorded

Repository activity is a snapshot, not a quality or popularity ranking. It combines recent-push freshness (50%), 90-day commits (30%) and issue pressure (20%).

Maintenance and provenance

Catalogue snapshot
2026-10-06
Stars source
Recorded fallback
Last push source
Recorded fallback

Documentation

Recorded references and research provenance for this entry.

Recorded sources 5

Research metadata

Research date
2026-10-02
Catalogue snapshot
2026-10-06

Community & social 1 channels

Communities