New Cult or MLflow? A Comprehensive Review

Comprehensive toolkit

Built for design engineers

Frontend UI components

Backend API functions

Database management with Supabase DB

Unique SaaS apps creation

Built-in authentication

Storage functions

Full stack features creation

Components generation

Open source platform

Experiment tracking feature

Powerful visualization capabilities

Model evaluation

Model registry

Manages end-to-end workflows

Aids in application building

Tracks progress during fine-tuning

Facilitates packaging and deploying models

Secures hosting models at scale

Limited to Supabase DB

Oversized UI components

Requires knowledge of Next.js

Depends on tailwind CSS

No local storage

Fully designed templates limit customizability

Limited to React apps

Uses proprietary shadcn components

No mentioned support for other databases

Locked to specific tech stack

Lack of customer support

Complex Configuration

No GUI

No real-time collaboration

Minimum workflow automation

Limited algorithm support

Incomplete documentation

No built-in hyperparameter tuning

Limited integration options

Dependent on Python environment