MLflow
Machine Learning Data Science
Open source platform for managing the ML lifecycle
- Web
- API
The directory
37 products matching your filters. Each one described on the same fields, so two tools can be read against each other rather than against their own marketing.
Showing 25–37 of 37
Machine Learning Data Science
Open source platform for managing the ML lifecycle

IOT Smart Home
Flow-based programming tool for IoT and home automation
Influencer Marketing
Open-source influencer marketing tools

API Management
Open-source Backend as a Service platform with REST and GraphQL APIs

API Management
Modern TypeScript-first headless CMS with REST and GraphQL APIs

Cloud Infrastructure
Infrastructure automation for enterprises

API Management
API gateway built on Project Reactor for building microservices

LOG Management
The Plugin-Driven Server Agent for Collecting and Reporting Metrics

File Storage Backup
Open-source ZFS storage operating system for network-attached storage

LOG Management
A Lightweight and Ultra-Fast Tool for Building Observability Pipelines

API Management
Complete API management platform for designing and managing APIs
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How this works
Pricing, platforms and feature lists are taken from each vendor's own pages. Limitations, answered questions and alternatives are researched separately and carry a source URL on the page that states them. Every product is described on the same fields, so two tools can be read against each other rather than against their own marketing.
Because we did not collect any. Softwr hosts no reviews, and a rating aggregated from somewhere else is not ours to publish as though it were an assessment we made. What is shown instead is what a tool costs, where it runs, and what it is concretely bad at.
A researcher proposes them, then two independent reviewers judge one question each: would a buyer evaluating this product seriously consider that one instead. 225 of 1,841 candidates failed and were deleted, including a font inspector matched to a dark mode extension. Only pairings that survived both rounds are published.
Not to be listed, and not to rank. Every position and filter result on this page is unpaid. A vendor can buy the sponsored panel above the results, which is labelled as such and sits outside the list rather than at the top of it: remove it and this page shows the same products in the same order. Where a link earns a commission that is disclosed on the page carrying it.
Prices and plan limits move without notice, so treat anything with a number on it as a starting point and check the vendor before you buy. Where a claim could go stale it carries the source it came from, which is the fastest way to tell.
Something missing here?
Anyone can submit a tool. A person reads every submission, checks the pricing against the vendor’s own page, and nothing is published until it passes.