AI-built, open source, free and self-hosted: four different facts

A project can be built with AI and charge for access. A public repository can belong to a conventional project. A free desktop app does not necessarily offer a hosted service you can run yourself. Treating these labels as interchangeable makes software comparisons less useful.

VibeAlt records these dimensions separately. Our methodology explains the public evidence gate; app pages link to the relevant original sources so you can inspect the claims yourself.

AI-build evidence answers an attribution question

A maker may explicitly state that AI assisted an original build. A public implementation commit may credit an AI coauthor. Those sources establish that an attribution was made. They do not independently establish a percentage of generated code, software quality or a security review.

For example, Compositor’s original implementation commit credits an AI contribution. Whisperfree’s README attributes its customized VoiceInk fork to Claude Code. The second claim concerns the fork; it cannot retroactively establish AI authorship of all the upstream VoiceInk code.

Pricing answers a payment question

A documented free download tells you something about that distribution. It does not establish the cost of optional services, hosting or future plans. We leave numeric prices unknown when current official surfaces conflict, rather than choosing the most attractive number.

Slate is a useful example of the distinction: its official site describes an AI-built hosted screen-recording workflow, while our listing avoids asserting conflicting numeric plan and retention details. Read the current official plan terms before relying on them.

Licensing answers a permission question

Check the actual license before copying, modifying, distributing or using source in your own product. Merely seeing code on a repository host does not establish what you are permitted to do with it. Attribution, redistribution and other obligations depend on the license and the way you use the work.

The Open Source Initiative definition describes the requirements for open-source licensing. VibeAlt does not substitute an AI-build badge for a license check, and a source-available project is not automatically labelled open source.

Self-hosting answers an operating question

A self-hostable project needs documented server setup and someone to run it. Consider storage, database updates, secrets, backups and recovery. A desktop program that runs locally is not the same operating model as a web app you administer for a team.

For instance, itsnotes documents a self-hosted notes board and Google Keep import, while its listing also identifies app and database administration as a tradeoff. The project README is the source for that setup, not a promise that operation will be effortless.

Use the dimensions together

Start with the task you want to replace, then filter the catalogue by the dimensions that matter to you. Read the limitations and switching steps before deciding. An honest unknown is more useful than a reassuring badge that answers the wrong question.

Project source statements were checked on 28 October 2026. This article explains our evaluation approach and is not an independent functional test or legal opinion on a project’s license.