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The Data Science Lab is a blog of experiments with data. Posts cover topics including k-means clustering, k-means++ seeding, the gap statistic, and an alternative approach to selecting the optimal number of clusters based on a 2004 publication by Pham, Dimov and Nguyen. A 2014 annual report notes the blog was viewed about 74,000 times that year.
Fossies is a curated repository of selected free and open source software focused mainly on Internet, engineering and science. It lets users view archive contents and browse individual member files, and provides doxygen-generated source code documentation for most packages. It also offers package meta information and license file overviews.
F-Droid is an app distribution ecosystem for Android focused on free and open source software. It operates a repository of verified free software Android apps and provides server tools, scripts and build and release tools for setting up and running an app store, including additional or alternative repositories.
Isitreallyfoss is a website where projects are evaluated against the rights and freedoms provided by open source and free software. The repository on Codeberg holds the site's source, including about pages, documented license and transparency issues, and the project entries shown on the site. The site is built with Astro, and requests and feedback are accepted through Codeberg issues.
LO4D.com offers free software downloads for Windows PCs, with reviews, comparisons, alternatives and security reports including antivirus tests. It separates freeware from non-free titles by category and states that files are tested against malware and other threats.
GitHub profile of Mahsima Dastan, a part-time data scientist who states work on the Altern AI Directory. The profile lists pinned repositories with curated lists of AI tools, AI directories, marketing tools, SaaS directories and AI books.
MOVE! Coach is a free app for Veterans and others who want to manage their weight. It offers self-management modules on healthy eating and physical activity, one per week for 16 weeks. Trackers log weight, activity minutes, steps, calories and water intake, and report charts show trends. The app states it is not a clinical intervention or treatment when used alone.
Mozhi is an alternative frontend for many translation engines, initially made as a maintained fork or rewrite of SimplyTranslate. The README lists supported engines Google, Reverso, DeepL, LibreTranslate, Yandex, MyMemory and DuckDuckGo, and notes the engine code has been split into a separate repository. The author states a focus on the API and engines, with a CLI and webapp planned.
Phantom is an alternative privacy-focused frontend for fandom.com. It supports configuration via a config.yml file or environment variables, with environment variables taking precedence over file settings. The application can be run directly with Go and Make, or deployed using Docker Compose, Podman Compose, or Podman Quadlets. It is open source, with its repository hosted on Codeberg.
PLANKA is a self-hosted Kanban board for agile project management with real-time collaboration. A free Community edition is offered under a Fair Use License. Pro and Enterprise editions add roles, guest access, single sign-on, templates, advanced search and reporting, available self-hosted or fully managed cloud.
SEOnaut is an open source SEO auditing and reporting tool. It crawls websites and checks for broken links, redirects, duplicated or missing meta tags, heading issues, hreflang problems and missing image alt attributes. The tool can be configured to crawl subdomains or sitemaps, follow nofollow links, check external links and access password-protected sites via HTTP Basic Authentication. It can also create WACZ archives of a site.
Twineo is a privacy-focused alternative front-end to Twitch, inspired by Invidious and Nitter. It requests media through a server to avoid trackers, aims to load only requested resources, and is open-source. The Codeberg repository was archived on 2026-08-10.
