Update README.md

Add beginner-friendly data.json

.github/workflows/build.yml

@@ -12,7 +12,7 @@ jobs:
   build:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v7
       - name: install jinja2
         run: sudo pip install jinja2
       - name: Build

.github/workflows/invalid.yml

@@ -4,10 +4,8 @@ on:
   pull_request_target:
     branches:
       - main
-    paths-ignore:
-      - '.github/**'
-      - 'data.json'
-      - 'CONTRIBUTING.md'
+    paths:
+      - 'README.md'
 
 jobs:
   check:

README.md

@@ -23,16 +23,16 @@ If you would like to be guided through how to contribute to a repository on GitH
 |A|[Angular](#angular), [Ansible](#ansible)|
 |C|[C](#c), [C#](#c-1), [C++](#c-2), [Clojure](#clojure), [CSS](#css)|
 |D|[Dart](#dart)|
-|E|[Elixir](#elixir), [Elm](#elm)|
+|E|[Electron](#electron), [Elixir](#elixir), [Elm](#elm)|
 |G|[Go](#go)|
 |H|[Haskell](#haskell)|
-|J|[Java](#java), [JavaScript](#javascript), [Javascript](#javascript), [JSON](#json), [Julia](#julia)|
+|J|[Java](#java), [JavaScript](#javascript), [JSON](#json), [Julia](#julia)|
 |K|[Kotlin](#kotlin)|
-|M|[Markdown](#markdown), [MLOps](#mlops)|
+|M|[Markdown](#markdown)|
 |P|[Perl](#perl), [PHP](#php), [Pug](#pug), [Python](#python)|
 |R|[Ruby](#ruby), [Rust](#rust)|
 |S|[Scala](#scala), [Smalltalk](#smalltalk), [Swift](#swift)|
-|T|[TypeScript](#typescript), [Typescript](#typescript)|
+|T|[TypeScript](#typescript)|
 
 ## .NET
 
@@ -55,6 +55,7 @@ If you would like to be guided through how to contribute to a repository on GitH
 ## C#
 
 - [Cake](https://github.com/cake-build/cake) _(label: Good-first-issue)_ <br> Cake (C# Make) is a free and open source cross-platform build automation system with a C# DSL for tasks such as compiling code, copying files and folders, running unit tests, compressing files and building NuGet packages.
+- [MvvmCross](https://github.com/MvvmCross/MvvmCross) _(label: first-timers-only)_ <br> The .NET MVVM framework for cross-platform solutions, including Xamarin.iOS, Xamarin.Android, Windows and Mac.
 - [osu!](https://github.com/ppy/osu) _(label: good first issue)_ <br> Music game. Rhythm is just a click away!
 - [Spectre.Console](https://github.com/spectreconsole/spectre.console) _(label: good first issue)_ <br> A .NET library that makes it easier to create beautiful console applications.
 - [Uno Platform](https://github.com/unoplatform/uno) _(label: good first issue)_ <br> OSS project for creating pixel-perfect, single-source C# and XAML apps which run natively on iOS, Android, macOS, Linux and Web via WebAssembly.
@@ -86,6 +87,10 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [flutter](https://github.com/flutter/flutter) _(label: good first issue)_ <br> Flutter is Google's UI toolkit for building beautiful, natively compiled applications for mobile, web, desktop, and embedded devices from a single codebase.
 - [OpenFoodFacts](https://github.com/openfoodfacts/smooth-app) _(label: good first issue)_ <br> Collaborative, free and open database of food products from around the world. Scan barcode to get info or add a product
 
+## Electron
+
+- [Posnic](https://github.com/Posnic/POS) _(label: good first issue)_ <br> Offline-first open source POS and billing software for retail shops and restaurants, with online/offline workflows.
+
 ## Elixir
 
 - [Ecto](https://github.com/elixir-ecto/ecto) _(label: Level:Starter)_ <br> Ecto is a database wrapper and language integrated query for Elixir
@@ -123,9 +128,11 @@ If you would like to be guided through how to contribute to a repository on GitH
 ## Java
 
 - [Catima - Android App](https://github.com/CatimaLoyalty/Android) _(label: good first issue)_ <br> Catima, a Loyalty Card & Ticket Manager for Android
+- [Checkstyle](https://github.com/checkstyle/checkstyle) _(label: good first issue)_ <br> A development tool to help programmers write Java code that adheres to a coding standard.
 - [Codename One](https://github.com/codenameone/CodenameOne) _(label: good first issue)_ <br> Cross-platform mobile app development framework for Java developers
 - [DSA](https://github.com/abhishektripathi66/DSA) _(label: good first issue)_ <br> DSA questions practising repo for Java developers
 - [elasticsearch](https://github.com/elastic/elasticsearch) _(label: good first issue)_ <br> Open Source, Distributed, RESTful Search Engine.
+- [Hiero SDK Java](https://github.com/hiero-ledger/hiero-sdk-java) _(label: Good First Issue)_ <br> Java SDK for interacting with the Hiero network.
 - [JabRef](https://github.com/JabRef/jabref) _(label: good first issue)_ <br> Desktop application for managing literature references using modern Java features including JavaFX. Dedicated to code quality and constructive feedback: Each Pull Request is reviewed by two developers to provide high-quality feedback and to ensure high quality of new contributions.
 - [OpenMetadata](https://github.com/open-metadata/OpenMetadata) _(label: good first issue)_ <br> OpenMetadata is an all-in-one platform for data discovery, data quality, observability, governance, data lineage, and team collaboration.
 - [QuestDB](https://github.com/questdb/questdb) _(label: Good first issue)_ <br> Questdb is a fast open source SQL time series database.
@@ -139,7 +146,7 @@ If you would like to be guided through how to contribute to a repository on GitH
 
 - [altair](https://github.com/altair-graphql/altair) _(label: good first issue)_ <br> A beautiful feature-rich GraphQL Client for all platforms.
 - [Ancient Beast](https://github.com/FreezingMoon/AncientBeast) _(label: easy)_ <br> Turn based strategy game where you 3d print a squad of creatures with unique abilities in order to defeat your enemies.
-- [AVA](https://github.com/avajs/ava) _(label: good-for-beginner)_ <br> Futuristic test runner.
+- [appsmith](https://github.com/appsmithorg/appsmith) _(label: good first issue)_ <br> Drag & Drop internal tool builder
 - [Babel](https://github.com/babel/babel) _(label: good first issue)_ <br> A compiler for writing next generation JavaScript.
 - [Berry - Active development trunk for Yarn](https://github.com/yarnpkg/berry) _(label: good first issue)_ <br> Fast, reliable, and secure dependency management.
 - [Botpress](https://github.com/botpress/botpress) _(label: contributor-friendly)_ <br> The only sane way to build great bots.
@@ -148,6 +155,7 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [Create React App](https://github.com/react/create-react-app) _(label: good first issue)_ <br> Create React apps with no build configuration.
 - [cypress](https://github.com/cypress-io/cypress) _(label: good first issue)_ <br> Fast, easy and reliable testing for anything that runs in a browser.
 - [Decap CMS](https://github.com/decaporg/decap-cms) _(label: good first issue)_ <br> Open source content management for your git workflow.
+- [DevShelf](https://github.com/RitualDev-Lab/DevShelf) _(label: good first issue)_ <br> A crowdsourced, zero-paywall directory of developer tools, free APIs, and 1-click boilerplates with continuous uptime monitoring.
 - [electron](https://github.com/electron/electron) _(label: good first issue)_ <br> Build cross platform desktop apps with JavaScript, HTML, and CSS
 - [Ember.js](https://github.com/emberjs/ember.js) _(label: Good-for-New-Contributors)_ <br> A JavaScript framework for creating ambitious web applications.
 - [ESLint](https://github.com/eslint/eslint) _(label: good first issue)_ <br> A fully pluggable tool for identifying and reporting on patterns in JavaScript.
@@ -179,6 +187,7 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [nuclear](https://github.com/nukeop/nuclear) _(label: good first issue)_ <br> Multiplatform music player that streams from free sources.
 - [p5.js](https://github.com/processing/p5.js) _(label: good first issue)_ <br> p5.js is a client-side JS platform that empowers artists, designers, students, and anyone to learn to code and express themselves creatively on the web.
 - [pixi.js](https://github.com/pixijs/pixijs) _(label: 🤩 Good First PR)_ <br> A 2D JavaScript Renderer
+- [Posnic](https://github.com/Posnic/POS) _(label: good first issue)_ <br> Offline-first open source POS and billing software for retail shops and restaurants, with online/offline workflows.
 - [PouchDB](https://github.com/apache/pouchdb) _(label: help-wanted)_ <br> PouchDB is a pocket-sized database.
 - [ramda-adjunct](https://github.com/char0n/ramda-adjunct) _(label: help-wanted)_ <br> Ramda Adjunct is the most popular and most comprehensive set of functional utilities for use with Ramda, providing a variety of useful, well tested functions with excellent documentation.
 - [Rawsec Cybersecurity Inventory](https://gitlab.com/rawsec/rawsec-cybersecurity-list) _(label: difficulty::easy)_ <br> An inventory of tools and resources that aims to help people to find everything related to CyberSecurity.
@@ -203,10 +212,6 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [WarpDrive](https://github.com/warp-drive-data/warp-drive) _(label: Good-for-New-Contributors)_ <br> A data persistence library for Ember.js.
 - [webdriver.io](https://github.com/webdriverio/webdriverio) _(label: first-timers-only)_ <br> Next-gen browser and mobile automation test framework for Node.js
 
-## Javascript
-
-- [appsmith](https://github.com/appsmithorg/appsmith) _(label: good first issue)_ <br> Drag & Drop internal tool builder
-
 ## JSON
 
 - [Rawsec Cybersecurity Inventory](https://gitlab.com/rawsec/rawsec-cybersecurity-list) _(label: difficulty::easy)_ <br> An inventory of tools and resources that aims to help people to find everything related to CyberSecurity.
@@ -218,7 +223,6 @@ If you would like to be guided through how to contribute to a repository on GitH
 ## Kotlin
 
 - [Atrium](https://github.com/robstoll/atrium) _(label: good first issue)_ <br> Multiplatform assertion library for Kotlin
-- [Hexagon](https://github.com/hexagontk/hexagon) _(label: help-wanted)_ <br> A microservices toolkit written in Kotlin
 - [Non-Blocking SirixDB HTTP(S)-Server](https://github.com/sirixdb/sirix) _(label: good first issue)_ <br> A non-blocking HTTP(S)-Server for SirixDB, a temporal, evolutionary NoSQL document store for XML and JSON.
 - [Scribe-Android](https://github.com/scribe-org/Scribe-Android) _(label: good first issue)_ <br> Android keyboards for language learners with translation, verb conjugation and more!
 
@@ -227,10 +231,6 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [The Odin Project Curriculum](https://github.com/TheOdinProject/curriculum) _(label: See Description)_ <br> An open-source curriculum for learning full-stack web development. There are a few "Type: Good First Issue" labelled issues, but any content addition/deletion issues seem reasonably beginner friendly.
 - [tldr-pages](https://github.com/tldr-pages/tldr) _(label: help-wanted)_ <br> Collaborative cheatsheets for console commands.
 
-## MLOps
-
-- [Superduper](https://github.com/superduper-io/superduper) _(label: good first issue)_ <br> 🔮SuperDuperDB: Bring AI to your favourite database! Integrate, train and manage any AI models and APIs directly with your database and your data
-
 ## Perl
 
 - [Ravada](https://github.com/UPC/ravada) _(label: good first issue)_ <br> Remote Virtual Desktops Manager.
@@ -281,7 +281,7 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [Kinto](https://github.com/Kinto/kinto) _(label: easy-pick)_ <br> A lightweight JSON storage service with synchronisation and sharing abilities.
 - [matplotlib](https://github.com/matplotlib/matplotlib) _(label: good first issue)_ <br> Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python.
 - [Mem0](https://github.com/mem0ai/mem0/) _(label: good first issue)_ <br> Mem0 is a memory framework for LLM applications.
-- [MindsDB](https://github.com/mindsdb/minds) _(label: good first issue)_ <br> MindsDB is an open source AI layer for existing databases.
+- [mindshub](https://github.com/mindsdb/mindshub) _(label: good first issue)_ <br> MindsDB is an open source AI layer for existing databases.
 - [mitmproxy](https://github.com/mitmproxy/mitmproxy) _(label: help-wanted)_ <br> An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers
 - [mygpo](https://github.com/gpodder/mygpo) _(label: starter-issue)_ <br> The webservice for gpodder.net, a libre web service that allows users to manage their podcast subscriptions and discover new content.
 - [mypy](https://github.com/python/mypy) _(label: good first issue)_ <br> Optional static typing for Python.
@@ -297,7 +297,6 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [SaltStack](https://github.com/saltstack/salt) _(label: good first issue)_ <br> Software to automate the management and configuration of any infrastructure or application at scale.
 - [scikit-learn](https://github.com/scikit-learn/scikit-learn) _(label: good first issue)_ <br> Scikit-learn is a machine learning library for Python.
 - [scrapy](https://github.com/scrapy/scrapy) _(label: good first issue)_ <br> A fast high-level web crawling & scraping framework for Python.
-- [Superduper](https://github.com/superduper-io/superduper) _(label: good first issue)_ <br> 🔮SuperDuperDB: Bring AI to your favourite database! Integrate, train and manage any AI models and APIs directly with your database and your data
 - [SymPy](https://github.com/sympy/sympy) _(label: Easy-to-Fix)_ <br> A Python library for symbolic mathematics.
 - [wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) _(label: level:starter)_ <br> The strictest and most opinionated python linter ever!
 - [Zulip](https://github.com/zulip/zulip) _(label: good first issue)_ <br> Powerful open source group chat.
@@ -309,7 +308,6 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [chef](https://github.com/chef/chef) _(label: Type:-Jump-In)_ <br> A systems integration framework, built to bring the benefits of configuration management to your entire infrastructure
 - [Hanami](https://github.com/hanami/hanami) _(label: easy)_ <br> A modern framework for Ruby.
 - [JRuby](https://github.com/jruby/jruby) _(label: beginner)_ <br> An implementation of Ruby on the Java Virtual Machine.
-- [mapknitter](https://github.com/publiclab/mapknitter) _(label: first-timers-only)_ <br> Upload your own aerial images, position (rubbersheet) them in a web interface over existing map data, and share via web or composite and export for print.
 - [multiwoven](https://github.com/Multiwoven/multiwoven) _(label: good first issue)_ <br> The open-source reverse ETL, data activation platform for modern data teams.
 - [ohai](https://github.com/chef/ohai) _(label: Type:-Jump-In)_ <br> Ohai profiles your system and emits JSON
 - [open-build-service](https://github.com/openSUSE/open-build-service) _(label: good first issue-:1st_place_medal:)_ <br> A generic system to build and distribute packages from sources in an automatic, consistent and reproducible way.
@@ -319,10 +317,10 @@ If you would like to be guided through how to contribute to a repository on GitH
 
 ## Rust
 
-- [dotenv-linter](https://github.com/dotenv-linter/dotenv-linter) _(label: good first issue)_ <br> Lightning-fast linter for .env files. Written in Rust
 - [Hyper](https://github.com/hyperium/hyper) _(label: E-easy)_ <br> A fast, safe and correct low-level HTTP library for Rust.
 - [nushell](https://github.com/nushell/nushell) _(label: good first issue)_ <br> A modern shell for the GitHub era written in Rust.
 - [Ockam](https://github.com/build-trust/ockam) _(label: good first issue)_ <br> End-to-end encryption and mutual authentication for distributed applications.
+- [OffPDF](https://github.com/McanKul/offpdf) _(label: good first issue)_ <br> An open-source, offline-first desktop toolkit for editing, organizing, converting, compressing, securing, and OCRing PDF files locally.
 - [Pyrefly](https://github.com/facebook/pyrefly) _(label: good first issue)_ <br> A fast Python typechecker and IDE written in Rust.
 - [Readest](https://github.com/readest/readest) _(label: good first issue)_ <br> A modern, feature-rich ebook reader designed for avid readers offering seamless cross-platform access, powerful tools, and an intuitive interface.
 - [Rust-Clippy](https://github.com/rust-lang/rust-clippy) _(label: good first issue)_ <br> A bunch of lints to catch common mistakes and improve Rust code
@@ -336,7 +334,6 @@ If you would like to be guided through how to contribute to a repository on GitH
 ## Scala
 
 - [playframework](https://github.com/playframework/playframework) _(label: good first issue)_ <br> The High Velocity Web Framework
-- [Twitter Util](https://github.com/twitter/util) _(label: good first issue)_ <br> Wonderful reusable code from Twitter
 
 ## Smalltalk
 
@@ -350,9 +347,11 @@ If you would like to be guided through how to contribute to a repository on GitH
 
 - [activist](https://github.com/activist-org/activist) _(label: good first issue)_ <br> activist.org is a network for political action that allows people to coordinate and collaborate on the issues that matter most to them.
 - [Amplication](https://github.com/amplication/amplication) _(label: good first issue)_ <br> Amplication is an open-source development tool. It helps you develop quality Node.js applications without spending time on repetitive coding tasks.
+- [appsmith](https://github.com/appsmithorg/appsmith) _(label: good first issue)_ <br> Drag & Drop internal tool builder
 - [Berry - Active development trunk for Yarn](https://github.com/yarnpkg/berry) _(label: good first issue)_ <br> Fast, reliable, and secure dependency management.
 - [Booster](https://github.com/boostercloud/booster) _(label: good first issue)_ <br> A truly serverless framework, write your code and deploy it in seconds without any server configuration files.
 - [Devopness](https://github.com/devopness/devopness) _(label: good first issue)_ <br> Deploy any software to any cloud: automated DevOps workflows to save software teams time and money.
+- [DevShelf](https://github.com/RitualDev-Lab/DevShelf) _(label: good first issue)_ <br> A crowdsourced, zero-paywall directory of developer tools, free APIs, and 1-click boilerplates with continuous uptime monitoring.
 - [DocsGPT](https://github.com/arc53/DocsGPT) _(label: good first issue)_ <br> Open-source RAG assistant that helps users get reliable answers from knowledge sources while avoiding hallucinations.
 - [H2O Wave](https://github.com/h2oai/wave) _(label: good first issue)_ <br> Realtime Web Apps and Dashboards framework for Python and R. Suited (not only) for AI audience.
 - [Hasura GraphQL Engine](https://github.com/hasura/graphql-engine) _(label: good first issue)_ <br> Blazing fast, instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events.
@@ -362,6 +361,7 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [LitmusChaos](https://github.com/litmuschaos/litmus) _(label: good first issue)_ <br> Litmus is a toolset to do cloud-native chaos engineering.
 - [Manifest](https://github.com/mnfst/manifest) _(label: good first issue)_ <br> Manifest is an open-source Backend-as-a-Service allowing developers to create a backend easily and quickly.
 - [Metabase](https://github.com/metabase/metabase) _(label: good first issue)_ <br> Open source business intelligence and analytics platform
+- [OffPDF](https://github.com/McanKul/offpdf) _(label: good first issue)_ <br> An open-source, offline-first desktop toolkit for editing, organizing, converting, compressing, securing, and OCRing PDF files locally.
 - [OpenMetadata](https://github.com/open-metadata/OpenMetadata) _(label: good first issue)_ <br> OpenMetadata is an all-in-one platform for data discovery, data quality, observability, governance, data lineage, and team collaboration.
 - [Oppia](https://github.com/oppia/oppia) _(label: good first issue)_ <br> Oppia is an open-source project whose aim is to empower learners across the globe by providing access to high-quality, engaging education. We envision a society in which access to high-quality education is a human right rather than a privilege.
 - [Readest](https://github.com/readest/readest) _(label: good first issue)_ <br> A modern, feature-rich ebook reader designed for avid readers offering seamless cross-platform access, powerful tools, and an intuitive interface.
@@ -376,10 +376,6 @@ If you would like to be guided through how to contribute to a repository on GitH
 - [Vite](https://github.com/vitejs/vite) _(label: good first issue)_ <br> Next generation frontend tooling. It's fast! Alternative to Create React App
 - [Vitest](https://github.com/vitest-dev/vitest) _(label: good first issue)_ <br> A blazing fast unit test framework powered by Vite.
 
-## Typescript
-
-- [appsmith](https://github.com/appsmithorg/appsmith) _(label: good first issue)_ <br> Drag & Drop internal tool builder
-
 
 ## Contribute
 

data.json

@@ -17,7 +17,8 @@
             "link": "https://github.com/MvvmCross/MvvmCross",
             "label": "first-timers-only",
             "technologies": [
-                ".NET"
+                ".NET",
+                "C#"
             ],
             "description": "The .NET MVVM framework for cross-platform solutions, including Xamarin.iOS, Xamarin.Android, Windows and Mac."
         },
@@ -404,8 +405,8 @@
             "link": "https://github.com/appsmithorg/appsmith",
             "label": "good first issue",
             "technologies": [
-                "Typescript",
-                "Javascript"
+                "TypeScript",
+                "JavaScript"
             ],
             "description": "Drag & Drop internal tool builder"
         },
@@ -427,6 +428,15 @@
             ],
             "description": "DSA questions practising repo for Java developers"
         },
+        {
+            "name": "Hiero SDK Java",
+            "link": "https://github.com/hiero-ledger/hiero-sdk-java",
+            "label": "Good First Issue",
+            "technologies": [
+                "Java"
+            ],
+            "description": "Java SDK for interacting with the Hiero network."
+        },
         {
             "name": "name-suggestion-index",
             "link": "https://github.com/osmlab/name-suggestion-index",
@@ -463,15 +473,6 @@
             ],
             "description": "JavaScript library for mobile-friendly interactive maps."
         },
-        {
-            "name": "AVA",
-            "link": "https://github.com/avajs/ava",
-            "label": "good-for-beginner",
-            "technologies": [
-                "JavaScript"
-            ],
-            "description": "Futuristic test runner."
-        },
         {
             "name": "Kinto.js",
             "link": "https://github.com/Kinto/kinto.js",
@@ -981,15 +982,6 @@
             ],
             "description": "Multiplatform assertion library for Kotlin"
         },
-        {
-            "name": "Hexagon",
-            "link": "https://github.com/hexagontk/hexagon",
-            "label": "help-wanted",
-            "technologies": [
-                "Kotlin"
-            ],
-            "description": "A microservices toolkit written in Kotlin"
-        },
         {
             "name": "Scribe-Android",
             "link": "https://github.com/scribe-org/Scribe-Android",
@@ -1377,8 +1369,8 @@
             "description": "Exploratory Analysis of Bayesian Models."
         },
         {
-            "name": "MindsDB",
-            "link": "https://github.com/mindsdb/minds",
+            "name": "mindshub",
+            "link": "https://github.com/mindsdb/mindshub",
             "label": "good first issue",
             "technologies": [
                 "Python"
@@ -1521,15 +1513,6 @@
             ],
             "description": "Opensource customer support platform which can be an alternative to Intercom, Zendesk, Drift, Crisp etc."
         },
-        {
-            "name": "mapknitter",
-            "link": "https://github.com/publiclab/mapknitter",
-            "label": "first-timers-only",
-            "technologies": [
-                "Ruby"
-            ],
-            "description": "Upload your own aerial images, position (rubbersheet) them in a web interface over existing map data, and share via web or composite and export for print."
-        },
         {
             "name": "multiwoven",
             "link": "https://github.com/Multiwoven/multiwoven",
@@ -1611,15 +1594,6 @@
             ],
             "description": "A fast, safe and correct low-level HTTP library for Rust."
         },
-        {
-            "name": "dotenv-linter",
-            "link": "https://github.com/dotenv-linter/dotenv-linter",
-            "label": "good first issue",
-            "technologies": [
-                "Rust"
-            ],
-            "description": "Lightning-fast linter for .env files. Written in Rust"
-        },
         {
             "name": "Veloren",
             "link": "https://gitlab.com/veloren/veloren",
@@ -1637,15 +1611,6 @@
             ],
             "description": "Application to comfortably monitor network traffic."
         },
-        {
-            "name": "Twitter Util",
-            "link": "https://github.com/twitter/util",
-            "label": "good first issue",
-            "technologies": [
-                "Scala"
-            ],
-            "description": "Wonderful reusable code from Twitter"
-        },
         {
             "name": "playframework",
             "link": "https://github.com/playframework/playframework",
@@ -1934,16 +1899,6 @@
             ],
             "description": "Natural language processing tool for psychologists to analyse and compare datasets with AI and LLMs.<br>Up for a challenge? Try [this LLM training competition](https://harmonydata.ac.uk/doxa/) for a chance to win up to £500!"
         },
-        {
-            "name": "Superduper",
-            "link": "https://github.com/superduper-io/superduper",
-            "label": "good first issue",
-            "technologies": [
-                "Python",
-                "MLOps"
-            ],
-            "description": "🔮SuperDuperDB: Bring AI to your favourite database! Integrate, train and manage any AI models and APIs directly with your database and your data"
-        },
         {
             "name": "LinksHub",
             "link": "https://github.com/rupali-codes/LinksHub",
@@ -2002,6 +1957,16 @@
             ],
             "description": "An inventory of tools and resources that aims to help people to find everything related to CyberSecurity."
         },
+        {
+            "name": "DevShelf",
+            "link": "https://github.com/RitualDev-Lab/DevShelf",
+            "label": "good first issue",
+            "technologies": [
+                "JavaScript",
+                "TypeScript"
+            ],
+            "description": "A crowdsourced, zero-paywall directory of developer tools, free APIs, and 1-click boilerplates with continuous uptime monitoring."
+        },
         {
             "name": "videocall-rs",
             "link": "https://github.com/security-union/videocall-rs",
@@ -2048,6 +2013,15 @@
             ],
             "description": "The open source Firebase alternative. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications."
         },
+        {
+            "name": "Checkstyle",
+            "link": "https://github.com/checkstyle/checkstyle",
+            "label": "good first issue",
+            "technologies": [
+                "Java"
+            ],
+            "description": "A development tool to help programmers write Java code that adheres to a coding standard."
+        },
         {
             "name": "fenn",
             "link": "https://github.com/pyfenn/fenn",
@@ -2056,6 +2030,26 @@
                 "Python"
             ],
             "description": "A simple framework that automates ML/DL workflows by providing prebuilt trainers, templates, logging, configuration management, and much more."
+        },
+        {
+            "name": "Posnic",
+            "link": "https://github.com/Posnic/POS",
+            "label": "good first issue",
+            "technologies": [
+                "JavaScript",
+                "Electron"
+            ],
+            "description": "Offline-first open source POS and billing software for retail shops and restaurants, with online/offline workflows."
+        },
+        {
+            "name": "OffPDF",
+            "link": "https://github.com/McanKul/offpdf",
+            "label": "good first issue",
+            "technologies": [
+                "Rust",
+                "TypeScript"
+            ],
+            "description": "An open-source, offline-first desktop toolkit for editing, organizing, converting, compressing, securing, and OCRing PDF files locally."
         }
     ]
 }