
Apache Spark MLlib
The machine learning library inside Apache Spark, for data that will not fit on one machine
- Linux
- macOS
- Windows
4 alternatives · 5 questions answered
The directory
466 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 25–48 of 466

The machine learning library inside Apache Spark, for data that will not fit on one machine
4 alternatives · 5 questions answered

Create cross-platform 2D games and apps
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Open source mobile automation framework hosted under the OpenJS Foundation with copyright assigned to the foundation
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Subscription PLM platform where every module is included in the seat price
3 alternatives · 4 questions answered

Chromium-based browser organized around user workflows
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Rolling-release Linux distribution you assemble yourself
1 alternative · 3 questions answered

Open source archives information management application
4 alternatives · 3 questions answered

GPL workstation whose source is free and whose prebuilt binaries are paid
3 alternatives · 4 questions answered

Open-source 3D game engine integrated with Blender
4 alternatives · 1 question answered

The complete e-learning authoring solution
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Free and open-source multi-track audio editor and recorder
2 alternatives · 3 questions answered

Programming framework for multi-agent agentic AI
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Windows scripting language for hotkeys, text expansion and desktop automation
3 questions answered · 5 limitations documented

All-in-one protection for your digital life
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Cross-platform tool for flashing OS images to drives
1 alternative · 3 questions answered

Free slicer for Bambu Lab 3D printers, funded entirely by hardware sales
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Free, browser and mobile-based collaborative DAW, with optional Pro and Max membership tiers for sample libraries and extras
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Free content monitoring of school Google Workspace and Microsoft 365 accounts
3 alternatives · 5 questions answered

Blizzard game launcher and store, now owned by Microsoft, for a small first party catalogue
3 alternatives · 3 questions answered

Multi-language build system with fast, correct incremental builds
3 alternatives · 3 questions answered

A refreshingly simple data-driven game engine built in Rust
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2x faster GitHub Actions with 60% cost savings
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Free and Open Source 3D Creation Suite
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Bot-free meeting recorder and AI note taker that runs as a browser extension
3 alternatives · 4 questions answered
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.
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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. A vendor can buy a place in the results on the home page, on a category listing or on the catalogue, and where they do the result carries a Sponsored label. Everything not carrying that label is ordered on the same criteria as everything else, and a paid place never changes where an unpaid one lands: the editorial order flows around it. 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.
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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.