
Metadata store for MLOps
- Web
- Self-hosted
The directory
3,295 products across 133 categories. Each one described on the same fields, so two tools can be read against each other rather than against their own marketing.
Showing 1921–1944 of 3,295

Metadata store for MLOps

Security Cybersecurity
The most trusted vulnerability assessment solution

IOT Smart Home
Google's smart home hardware and software ecosystem
WEB Development
A progressive Node.js framework for efficient, reliable and scalable server-side apps

Entertainment
Watch TV shows and movies anytime, anywhere

Inventory Management
Demand planning and inventory optimization

Inventory Management
The #1 cloud ERP for growing businesses

ERP Business Operations
Cloud-based professional services automation

Accounting Finance
Finnish intelligent financial management and payroll software

Nonprofit Fundraising
Fundraising software for nonprofits

Construction Architecture
Project information management system for construction

News Media
A personal news reader bringing people together

News Media
Viral content tracking and audience insights for media companies

News Media
Affordable press release distribution for everyone
Insurance
Digital small business insurance with instant online quotes

File Storage Backup
Self-hosted file sync, sharing and collaboration platform
Head to head
Pairings from this slice of the directory, each one checked by two reviewers who agreed a buyer would weigh the two against each other.
Browse another way
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.