Add python script for checking the number of issues in a repo

This search can use filters, so can be used to find the
number of appropriately labelled issues easily

.github/README-template.j2

@@ -1,4 +1,9 @@
-# Awesome First PR Opportunities [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
+<!-- DO NOT EDIT THIS FILE (`README.md`) -->
+<!-- ALL ENTRIES SHOULD BE ADDED TO AND REMOVED FROM `data.json` -->
+<!-- SEE THE CONTRIBUTING GUIDE (`CONTRIBUTING.md`) FOR MORE GUIDANCE -->
+<!-- YOU MAY IGNORE THIS MESSAGE IF YOU ARE EDITING `README-template.j2` -->
+
+# Awesome First Pull Request Opportunities [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
 Inspired by [First Timers Only](https://kentcdodds.com/blog/first-timers-only) blog post.
 
@@ -6,9 +11,15 @@ If you are a maintainer of open-source projects, add the label `first-timers-onl
 
 If you are not a programmer but would like to contribute, check out the [Awesome for non-programmers](https://github.com/szabgab/awesome-for-non-programmers) list.
 
+If you would like to be guided through how to contribute to a repository on GitHub, check out [the First Contributions repository](https://github.com/firstcontributions/first-contributions).
+
+> [!TIP]
+> All links open in the same tab. If you want to open in a new tab, use `Ctrl + Click` (Windows/Linux) or `Cmd + Click` (Mac).
 ## Table of Contents:
-{% for category in categories %}
-- [{{ category.title }}](#{{ category.link_id }}){% endfor %}
+
+||Languages|
+|--|--|{% for category_group, categories in category_groups.items() %}
+|{{ category_group }}|{% for category in categories %}[{{ category.title }}](#{{ category.link_id }}){% if loop.index < (categories | length) %}, {% endif %}{% endfor %}|{% endfor %}
 {% for category in categories %}
 ## {{ category.title }}
 {% for entry in category.entries %}

.github/scripts/cghi.py

@@ -0,0 +1,38 @@
+import click
+import requests
+
+def get_open_issues(repo_owner, repo_name, search_params):
+    api_url = f"https://api.github.com/search/issues?q=is:issue%20state:open%20repo:{repo_owner}/{repo_name}"
+    for search_param, param in search_params:
+        api_url += f'%20{search_param}:"{param}"'
+    print(api_url)
+    response = requests.get(api_url)
+    if response.status_code == 200:
+        data = response.json()
+        # print(data)
+        print(data["total_count"])
+    else:
+        printer(f"HTTP Error: {response.status_code}")
+        exit(1)
+
+@click.command()
+@click.argument("repo_owner")
+@click.argument("repo_name")
+@click.option(
+    "-p",
+    "--search-param",
+    "search_params",
+    type=(str, str),
+    multiple=True,
+    help='''\b
+    GitHub search filter parameters
+    e.g. `-p label "good first issue"`
+    '''
+)
+def cghi(repo_owner, repo_name, search_params):
+    """Counts the number of GitHub issues"""
+    print(search_params)
+    get_open_issues(repo_owner, repo_name, search_params)
+
+if __name__ == "__main__":
+    cghi()

.github/scripts/render-readme.py

@@ -6,35 +6,50 @@ TEMPLATEPATH = "./.github/"
 TEMPLATEFILE = "README-template.j2"
 TARGETFILE = "./README.md"
 
+def new_technology_dict(repo_technology):
+    return {"link_id": repo_technology.lower(), "entries": []}
+
 technologies = {}
 
-with open(DATAFILE, 'r') as datafile:
+with open(DATAFILE, "r") as datafile:
     data = json.loads(datafile.read())
 
 for technology in data["technologies"]:
-    technologies[technology] = {"link_id": data["technologies"][technology], "entries": []}
+    technologies[technology] = {
+        "link_id": data["technologies"][technology],
+        "entries": [],
+    }
 
 for repository in data["repositories"]:
     repo_technologies = repository["technologies"]
     for repo_technology in repo_technologies:
         if not technologies.get(repo_technology, False):
-            technologies[repo_technology] = {"link_id": repo_technology.lower(), "entries": []}
+            technologies[repo_technology] = new_technology_dict(repo_technology)
         technologies[repo_technology]["entries"].append(repository)
 
-env = Environment(loader = FileSystemLoader(TEMPLATEPATH))
-
+env = Environment(loader=FileSystemLoader(TEMPLATEPATH))
 template = env.get_template(TEMPLATEFILE)
 
 categories = []
 for key, value in zip(technologies.keys(), technologies.values()):
-    categories.append({"title": key, "link_id": value["link_id"], "entries": value["entries"]})
+    categories.append(
+        {"title": key, "link_id": value["link_id"], "entries": value["entries"]}
+    )
 
 categories = sorted(categories, key=lambda x: x["title"].upper())
+category_groups = {"Misc": []}
 for category in categories:
     category["entries"] = sorted(category["entries"], key=lambda x: x["name"].upper())
+    first_char = category["title"][0].upper()
+    if first_char in "ABCDEFGHIJKLMNOPQRSTUVWXYZ":
+        if first_char not in category_groups:
+            category_groups[first_char] = []
+        category_groups[first_char].append(category)
+    else:
+        category_groups["Misc"].append(category)
 
 sponsors = data["sponsors"]
 
-output = template.render(categories=categories, sponsors=sponsors)
+output = template.render(category_groups=category_groups, categories=categories, sponsors=sponsors)
 
 open(TARGETFILE, "w").write(output)

CONTRIBUTING.md

@@ -1,19 +1,64 @@
-# Contribution Guidelines
+# Contribution Guide & Guidelines 🚀
 
-Please ensure that your pull request adheres to the following guidelines:
+Welcome to the **Awesome First Pull Request Opportunities** project! We're excited that you want to contribute.
 
-- Search previous suggestions before making a new one to avoid duplicates.
-- Ensure your contribution is useful and relevant, with sufficient content and a clear, concise description for each item. Make sure your contribution is useful and relevant before submitting. That implies it has enough content and every item has a good succinct description.
-- Make an individual pull request for each suggestion.
-- Only include your suggested repository to `data.json` file, README.md file is generated from it.
-- New categories or improvements to existing categories are welcome.
-- Check your spelling and grammar.
-- Make sure your text editor is set to remove trailing whitespace.
-- The pull request and commit should be given a meaningful title.
-- Ensure that you describe your pull request.
-- If the label does not clearly state its "beginner-friendly" purpose, confirm with the maintainer that it is used for such issues. Include a link to where the maintainer approves this.
-- Maintainer confirmation is also required in case repository has more than one beginner-friendly-like label (e.g. `low-hanging-fruit` and `up-for-grabs`).
-- Ensure the contributed repository is actively maintained, has a supportive community, and issues with appropriate labels.
-- Links must be pointing directly to the repository, no tracking links allowed. This list is not for advertising purposes.
+This guide aims to help you get started contributing new repositories to the list.
 
-Thank you for your suggestions!!
+It outlines the recommended order for executing tasks and assumes that you have identified a repository you wish to add to the list. Check out the repository requirements section, if you would like to know what a good addition should have.
+
+_Please note that the list in this repository is intended for more substantial projects, and we kindly ask that small personal projects not be added in the hope of receiving contributions. Thank you for your understanding._
+
+## Intitial Checks
+
+- **Search for Duplicates**: Check the current list and previous pull requests to avoid submitting duplicates.
+
+## Repository Requirements
+
+- **Reasonably Developed**: The repository must be reasonably established, along with having with a clear goal or function. New repositories with few commits and little content will likely be rejected.
+- **Active Maintenance**: Ensure the contributed repository is actively maintained.
+- **Appropriate Labels**: Issues with appropriate beginner-friend labels must exist. Confirm with the owner around a label's meaning if it's not obviously beginner-friendly (usually `good-first-issue` or `low-hanging-fruit`).
+- **Supportive Community**: The repository should have a supportive community.
+
+## Making Changes and Opening a PR (Pull Request)
+
+### 1. **Edit the `data.json` File Directly on GitHub**
+The easiest way to contribute is by editing the `data.json` file directly in your browser. Here's how:
+
+1. Go to the [`data.json` file](https://github.com/MunGell/awesome-for-beginners/blob/main/data.json) in the repository.
+2. Click the **"Edit"** button (pencil icon) in the top right corner.
+3. Make your changes directly in the browser:
+   - Copy an existing entry in the file.
+   - Fill in your own information following the same format.
+   - Ensure to check the following:
+       - **Direct Links**: Links must point directly to the repository. No tracking links are allowed. This list is not for advertising purposes.
+       - **Spelling and Grammar**: Proofread your contribution for spelling and grammar errors.
+       - **Trailing Whitespace**: Ensure to avoiding adding any trailing whitespace (at the end of lines).
+       - **Spelling and Grammar**: Proofread your contribution for spelling and grammar errors.
+       - **Single addition**: Make an individual pull request for each suggestion.
+       - **New  Technologies**: New technologies are welcomed, all you need to do is add them and a new heading will be generated for them.
+4. Describe your changes concisely in the commit message.
+5. Click **"Propose changes"** to create a new branch and open a Pull Request (PR).
+---
+
+### 2. **Submitting a Pull Request (PR)**
+1. After proposing changes, GitHub will guide you through creating a PR.
+2. Fill out the PR form, ensuring its content (especially the title) is understandable, descriptive and relevant.
+3. If your suggest repository uses a non-obvious beginner-friendly issue label, ensure to link to confirmation or proof that the label is beginner friendly.
+4. Submit the PR and wait for feedback from the maintainers.
+
+---
+
+### 3. **Reporting an Issue**
+If you encounter an issue or have a suggestion that you don't want to implement yourself, open an issue ensuring you provide:
+- A clear description of the problem or suggestion.
+- The expected behavior (if creating a feature request or bug report).
+- The current behavior (if creating a bug report).
+
+---
+
+### 4. **Additional Resources**
+For a more comprehensive guide on contributing to open-source projects, check out the [First Contributions](https://github.com/firstcontributions/first-contributions) repository.
+
+---
+
+Thank you for your contribution!

README.md

@@ -1,4 +1,9 @@
-# Awesome First PR Opportunities [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
+<!-- DO NOT EDIT THIS FILE (`README.md`) -->
+<!-- ALL ENTRIES SHOULD BE ADDED TO AND REMOVED FROM `data.json` -->
+<!-- SEE THE CONTRIBUTING GUIDE (`CONTRIBUTING.md`) FOR MORE GUIDANCE -->
+<!-- YOU MAY IGNORE THIS MESSAGE IF YOU ARE EDITING `README-template.j2` -->
+
+# Awesome First Pull Request Opportunities [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
 Inspired by [First Timers Only](https://kentcdodds.com/blog/first-timers-only) blog post.
 
@@ -6,37 +11,28 @@ If you are a maintainer of open-source projects, add the label `first-timers-onl
 
 If you are not a programmer but would like to contribute, check out the [Awesome for non-programmers](https://github.com/szabgab/awesome-for-non-programmers) list.
 
+If you would like to be guided through how to contribute to a repository on GitHub, check out [the First Contributions repository](https://github.com/firstcontributions/first-contributions).
+
+> [!TIP]
+> All links open in the same tab. If you want to open in a new tab, use `Ctrl + Click` (Windows/Linux) or `Cmd + Click` (Mac).
 ## Table of Contents:
 
-- [.NET](#net)
-- [Angular](#angular)
-- [Ansible](#ansible)
-- [C](#c)
-- [C#](#c-1)
-- [C++](#c-2)
-- [Clojure](#clojure)
-- [Dart](#dart)
-- [Elixir](#elixir)
-- [Elm](#elm)
-- [Go](#go)
-- [Haskell](#haskell)
-- [Java](#java)
-- [JavaScript](#javascript)
-- [JSON](#json)
-- [Julia](#julia)
-- [Kotlin](#kotlin)
-- [Markdown](#markdown)
-- [MLOps](#mlops)
-- [Perl](#perl)
-- [PHP](#php)
-- [Pug](#pug)
-- [Python](#python)
-- [Ruby](#ruby)
-- [Rust](#rust)
-- [Scala](#scala)
-- [Smalltalk](#smalltalk)
-- [Swift](#swift)
-- [TypeScript](#typescript)
+||Languages|
+|--|--|
+|Misc|[.NET](#net)|
+|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)|
+|G|[Go](#go)|
+|H|[Haskell](#haskell)|
+|J|[Java](#java), [JavaScript](#javascript), [JSON](#json), [Julia](#julia)|
+|K|[Kotlin](#kotlin)|
+|M|[Markdown](#markdown), [MLOps](#mlops)|
+|P|[Perl](#perl), [PHP](#php), [Pug](#pug), [Python](#python)|
+|R|[Ruby](#ruby), [Rust](#rust)|
+|S|[Scala](#scala), [Smalltalk](#smalltalk), [Swift](#swift)|
+|T|[TypeScript](#typescript)|
 
 ## .NET
 
@@ -44,7 +40,6 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [Legerity for Uno Platform](https://github.com/MADE-Apps/legerity-uno) _(label: good first issue)_ <br> An extension framework to Legerity for speeding up the development of automated UI tests for Uno Platform applications with Appium/Selenium on .NET.
 - [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.
 - [RawCMS](https://github.com/arduosoft/RawCMS) _(label: good first issue)_ <br> RawCMS is a headless CMS written in ASP.NET Core, built for developers that embrace API-first technology.
-- [Shouldly](https://github.com/shouldly/shouldly) _(label: Jump-In)_ <br> Should testing for .NET - the way Asserting Should be!
 
 ## Angular
 
@@ -52,7 +47,7 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 
 ## Ansible
 
-- [Exosphere](https://gitlab.com/exosphere/exosphere/-/issues/?label_name[]=Good%20First%20Issue) _(label: Good First Issue)_ <br> Exosphere is a user-friendly client interface for OpenStack-based cloud systems.
+- [Exosphere](https://gitlab.com/exosphere/exosphere) _(label: Good First Issue)_ <br> Exosphere is a user-friendly client interface for OpenStack-based cloud systems.
 
 ## C
 
@@ -63,6 +58,7 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [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.
 - [grok.net](https://github.com/Marusyk/grok.net) _(label: good first issue)_ <br> Cross platform .NET grok implementation
 - [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.
 
 ## C++
@@ -79,7 +75,11 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 
 ## Clojure
 
-- [Alda](https://github.com/alda-lang/alda) _(label: low-hanging-fruit)_ <br> A music programming language for musicians. 🎶
+- [Metabase](https://github.com/metabase/metabase) _(label: good first issue)_ <br> Open source business intelligence and analytics platform
+
+## CSS
+
+- [ImprovedTube](https://github.com/code-charity/youtube) _(label: good first issue)_ <br> A powerful but lightweight extension, to enrich your video experience & enable your content selection.
 
 ## Dart
 
@@ -94,27 +94,26 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 
 ## Elm
 
-- [Exosphere](https://gitlab.com/exosphere/exosphere/-/issues/?label_name[]=Good%20First%20Issue) _(label: Good First Issue)_ <br> Exosphere is a user-friendly client interface for OpenStack-based cloud systems.
+- [Exosphere](https://gitlab.com/exosphere/exosphere) _(label: Good First Issue)_ <br> Exosphere is a user-friendly client interface for OpenStack-based cloud systems.
 
 ## Go
 
+- [Alda](https://github.com/alda-lang/alda) _(label: low-hanging fruit)_ <br> A music programming language for musicians. 🎶
 - [containerd](https://github.com/containerd/containerd) _(label: exp/beginner)_ <br> Industry-standard container runtime with an emphasis on simplicity, robustness and portability.
 - [Docker/CLI](https://github.com/docker/cli) _(label: exp/beginner)_ <br> The Docker CLI
 - [Dragonfly](https://github.com/dragonflyoss/Dragonfly2) _(label: good first issue)_ <br> Provide efficient, stable and secure file distribution and image acceleration based on p2p technology
 - [Helm](https://github.com/kubernetes/helm) _(label: good first issue)_ <br> The Kubernetes Package Manager
-- [httpexpect](https://github.com/gavv/httpexpect) _(label: help-wanted)_ <br> End-to-end HTTP and REST API testing for Go.
 - [Hugo](https://github.com/gohugoio/hugo) _(label: GoodFirstIssue)_ <br> A Fast and Flexible Static Site Generator built with love in GoLang
 - [Kanister](https://github.com/kanisterio/kanister) _(label: good first issue)_ <br> A Data Protection Workflow Management Engine
-- [Killgrave](https://github.com/friendsofgo/killgrave) _(label: good first issue)_ <br> Simple way to generate mock servers in Go.
 - [Kubernetes](https://github.com/kubernetes/kubernetes) _(label: good first issue)_ <br> Production-Grade Container Scheduling and Management System
 - [lxd](https://github.com/lxc/lxd) _(label: easy)_ <br> System container and virtual machine manager.
-- [Mattermost](https://github.com/mattermost/mattermost-server/issues?utf8=✓&q=is:open+label:"Up+For+Grabs"+label:"Difficulty/1:Easy"+label:"Tech/Go") _(label: n/a)_ <br> Open source Slack-alternative in Golang and React
+- [Mattermost](https://github.com/mattermost/mattermost) _(label: Good First Issue, Difficulty/1:Easy)_ <br> Open source Slack-alternative in Golang and React<br>Look for issues labelled 'Up For Grabs'
 - [Meshery](https://github.com/layer5io/meshery) _(label: good first issue)_ <br> Meshery, the service mesh management plane.
 - [Moby](https://github.com/moby/moby) _(label: exp/beginner)_ <br> Open-source application container engine
-- [PureLB](https://gitlab.com/purelb/purelb/-/issues?label_name[]=GoodFirstIssue) _(label: n/a)_ <br> Load-balancer orchestrator for Kubernetes that uses standard Linux networking and routing protocols.
+- [PureLB](https://gitlab.com/purelb/purelb) _(label: n/a)_ <br> Load-balancer orchestrator for Kubernetes that uses standard Linux networking and routing protocols.
 - [script](https://github.com/bitfield/script) _(label: good first issue)_ <br> A Go library for doing the kind of tasks that shell scripts are good at: reading files, executing subprocesses, counting lines, matching strings, and so on. Beginners are very welcome and will get detailed code review and help through the PR process.
 - [Terraform](https://github.com/hashicorp/terraform) _(label: good first issue)_ <br> A tool for building, changing, and versioning infrastructure safely and efficiently.
-- [TiDB](https://github.com/pingcap/tidb) _(label: for-new-contributors)_ <br> A distributed scalable Hybrid Transactional and Analytical Processing (HTAP) database
+- [TiDB](https://github.com/pingcap/tidb) _(label: good first issue)_ <br> A distributed scalable Hybrid Transactional and Analytical Processing (HTAP) database
 - [utils](https://github.com/kashifkhan0771/utils) _(label: good first issue)_ <br> Common Utilities library for Go
 
 ## Haskell
@@ -124,10 +123,10 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 ## Java
 
 - [appsmith](https://github.com/appsmithorg/appsmith) _(label: good first issue)_ <br> Drag & Drop internal tool builder
+- [Catima - Android App](https://github.com/CatimaLoyalty/Android) _(label: good first issue)_ <br> Catima, a Loyalty Card & Ticket Manager for Android
 - [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.
-- [Images-to-PDF](https://github.com/Swati4star/Images-to-PDF) _(label: good first issue)_ <br> An android app to convert images to PDF file.
 - [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.
@@ -135,7 +134,7 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [TEAMMATES](https://github.com/TEAMMATES/teammates) _(label: good first issue)_ <br> TEAMMATES is a free online tool for managing peer evaluations and other feedback paths of your students.
 - [Trino (formerly Presto SQL)](https://github.com/trinodb/trino) _(label: good first issue)_ <br> A distributed SQL query engine for big data. Ask for guidance on project's Slack.
 - [Wikimedia Commons Android App](https://github.com/commons-app/apps-android-commons) _(label: good first issue)_ <br> Allows users to upload pictures from their Android phone/tablet to Wikimedia Commons.
-- [XWiki](https://jira.xwiki.org/issues/?jql=labels-%3D-Onboarding) _(label: n/a)_ <br> XWiki is a free wiki software platform written in Java with a design emphasis on extensibility. Beginners should follow the onboarding wiki.
+- [XWiki](https://jira.xwiki.org/issues) _(label: onboarding)_ <br> XWiki is a free wiki software platform written in Java with a design emphasis on extensibility. Beginners should follow the [onboarding wiki](http://dev.xwiki.org/xwiki/bin/view/Onboarding/).
 - [zerocode](https://github.com/authorjapps/zerocode) _(label: good first issue)_ <br> API Automation without coding, easy JSON response assertions, Testing REST, SOAP, Kafka and Java/DB APIs, CI/Jenkins Friendly.
 
 ## JavaScript
@@ -146,6 +145,7 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [appsmith](https://github.com/appsmithorg/appsmith) _(label: good first issue)_ <br> Drag & Drop internal tool builder
 - [AVA](https://github.com/sindresorhus/ava) _(label: good-for-beginner)_ <br> Futuristic test runner.
 - [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.
 - [Brave Browser](https://github.com/brave/brave-browser) _(label: good first issue)_ <br> Desktop browser for macOS, Windows, and Linux.
 - [Check It Out](https://github.com/jwu910/check-it-out) _(label: good first issue)_ <br> Check It Out is an ncurses-like CLI to let the user interactively navigate and select a git branch to check out.
@@ -164,23 +164,22 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [Habitica](https://github.com/HabitRPG/habitica) _(label: good first issue)_ <br> Habitica is a gamified task manager, webapp and android/ios app, really wonderful atmosphere. Guidance for contributing here (mongo, express, vue, node stack for webapp)
 - [HMPL](https://github.com/hmpl-language/hmpl) _(label: good first issue)_ <br> Server-oriented customizable templating for JavaScript.
 - [Hoppscotch](https://github.com/hoppscotch/hoppscotch) _(label: good first issue)_ <br> A free, fast and beautiful API request builder.
-- [HueHive](https://github.com/croma-app/croma) _(label: good first issue)_ <br> A open source react native app iOS and android for color palette management
-- [Hyper](https://github.com/zeit/hyper) _(label: good first issue)_ <br> JS/HTML/CSS Terminal
-- [iD](https://github.com/openstreetmap/iD) _(label: good first issue)_ <br> The easy-to-use OpenStreetMap editor in JavaScript.
+- [HueHive](https://github.com/croma-app/croma) _(label: good first issue)_ <br> An open source react native app iOS and android for color palette management
+- [iD](https://github.com/openstreetmap/iD) _(label: new contributor opportunity)_ <br> The easy-to-use OpenStreetMap editor in JavaScript.
+- [ImprovedTube](https://github.com/code-charity/youtube) _(label: good first issue)_ <br> A powerful but lightweight extension, to enrich your video experience & enable your content selection.
 - [Jasmine](https://github.com/jasmine/jasmine) _(label: good first issue)_ <br> Simple JavaScript testing framework for browsers and node.js.
 - [Jest](https://github.com/facebook/jest) _(label: good first issue)_ <br> A complete and easy to set up JavaScript testing solution.
-- [json-editor](https://github.com/json-editor/json-editor) _(label: good first issue)_ <br> JSON Schema Based Editor. JSON Editor takes a JSON Schema and uses it to generate an HTML form. It has full support for JSON Schema version 3 and 4 and can integrate with several popular CSS frameworks (bootstrap, spectre, tailwind).
 - [Kinto.js](https://github.com/Kinto/kinto.js) _(label: easy-pick)_ <br> An offline-first JavaScript client leveraging the Kinto API for remote data synchronization.
 - [Leaflet](https://github.com/Leaflet/Leaflet) _(label: good first issue)_ <br> JavaScript library for mobile-friendly interactive maps.
-- [material-ui](https://github.com/mui-org/material-ui) _(label: good first issue)_ <br> React components for faster and easier web development. Build your own design system, or start with Material Design.
-- [Mattermost](https://github.com/mattermost/mattermost-server/issues?utf8=✓&q=is:open+label:"Up+For+Grabs"+label:"Difficulty/1:Easy"+label:"Tech/Go") _(label: n/a)_ <br> Open source Slack-alternative in Golang and React
+- [material-ui](https://github.com/mui/material-ui) _(label: good first issue)_ <br> React components for faster and easier web development. Build your own design system, or start with Material Design.
+- [Mattermost](https://github.com/mattermost/mattermost) _(label: Good First Issue, Difficulty/1:Easy)_ <br> Open source Slack-alternative in Golang and React<br>Look for issues labelled 'Up For Grabs'
 - [Meteor](https://github.com/meteor/meteor) _(label: good first issue)_ <br> Meteor is an ultra-simple environment for building modern web applications.
 - [Mocha](https://github.com/mochajs/mocha) _(label: good first issue)_ <br> Javascript test framework for Node.js and the browser.
 - [Moment.js](https://github.com/moment/moment) _(label: Up-For-Grabs)_ <br> A lightweight JavaScript date library for parsing, validating, manipulating, and formatting dates.
 - [name-suggestion-index](https://github.com/osmlab/name-suggestion-index) _(label: good first issue)_ <br> Canonical common brand names for OpenStreetMap
 - [NativeScript](https://github.com/NativeScript/NativeScript) _(label: good first issue)_ <br> NativeScript is an open source framework for building truly native mobile apps with JavaScript. Use web skills, like Angular and Vue.js, FlexBox and CSS, and get native UI and performance on iOS and Android.
 - [netlify-cms](https://github.com/netlify/netlify-cms) _(label: good first issue)_ <br> Open source content management for your git workflow.
-- [Next.js](https://github.com/zeit/next.js) _(label: good first issue)_ <br> A minimalistic framework for universal server-rendered React applications
+- [Next.js](https://github.com/vercel/next.js) _(label: good first issue)_ <br> A minimalistic framework for universal server-rendered React applications
 - [Node.js core](https://github.com/nodejs/node) _(label: good first issue)_ <br> JavaScript runtime built on Chrome's V8 JavaScript engine
 - [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.
@@ -194,27 +193,24 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [React server](https://github.com/redfin/react-server) _(label: good-first-contribution)_ <br> React framework with server render for blazing fast page load and seamless transitions between pages in the browser.
 - [React-content-loader](https://github.com/danilowoz/create-content-loader) _(label: good first issue)_ <br> Tool to create your own react-content-loader easily.
 - [ReactiveSearch](https://github.com/appbaseio/reactivesearch) _(label: good first issue-:wave:)_ <br> A UI components library for Elasticsearch: Available for React, Vue and React Native.
-- [reactjs.org](https://github.com/reactjs/reactjs.org) _(label: good first issue)_ <br> The documenation website for reactjs
+- [reactjs.org](https://github.com/reactjs/react.dev) _(label: good first issue)_ <br> The documentation website for reactjs
 - [Reddit Enhancement Suite](https://github.com/honestbleeps/Reddit-Enhancement-Suite) _(label: help-wanted)_ <br> A browser extension to enhance the Reddit browsing experience.
-- [Semantic-UI-React](https://github.com/Semantic-Org/Semantic-UI-React) _(label: good first issue)_ <br> The official React integration for Semantic UI.
 - [serverless](https://github.com/serverless/serverless) _(label: good first issue)_ <br> The Serverless Framework
-- [SirixDB](https://github.com/sirixdb/sirix-svelte-front-end) _(label: good first issue)_ <br> A Svelte/Sapper based web front-end for SirixDB, which is a versioned NoSQL document store (XML and JSON) written in Java.
 - [Storybook JS](https://github.com/storybookjs/storybook) _(label: good first issue)_ <br> Storybook is a frontend workshop for building UI components and pages in isolation.
 - [stryker](https://github.com/stryker-mutator/stryker) _(label: 👶 Good first issue)_ <br> The JavaScript mutation testing framework
 - [Superalgos](https://github.com/Superalgos/Superalgos) _(label: good first issue)_ <br> A completely Open Source crypto trading bot rewarding good contributions with the SA(Superalgos)-Token.
 - [Svelte](https://github.com/sveltejs/svelte) _(label: good first issue)_ <br> Component framework that runs at build time, converting your components into highly efficient imperative code that surgically updates the DOM.
 - [swag-for-dev](https://github.com/swapagarwal/swag-for-dev) _(label: good first issue)_ <br> Swag opportunities for developers.
-- [Tessel 2 CLI](https://github.com/tessel/t2-cli) _(label: contribution-starter)_ <br> Command line interface to Tessel 2.
+- [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.
 - [Time to Leave](https://github.com/thamara/time-to-leave) _(label: good first issue)_ <br> Working hours time tracker app based on Electron and Javascript.
 - [Vest](https://github.com/ealush/vest) _(label: good first issue)_ <br> Validations framework inspired by unit testing frameworks.
 - [Video Hub App](https://github.com/whyboris/Video-Hub-App) _(label: good first issue)_ <br> Angular & Electron app for browsing and searching videos on your PC.
 - [Video.js](https://github.com/videojs/video.js) _(label: good first issue)_ <br> The player framework
 - [Vite](https://github.com/vitejs/vite) _(label: good first issue)_ <br> Next generation frontend tooling. It's fast! Alternative to Create React App
-- [Vue Router](https://github.com/vuejs/vue-router) _(label: good first issue)_ <br> The official router for Vue.js.
+- [Vue Router](https://github.com/vuejs/router) _(label: good first issue)_ <br> The official router for Vue.js.
 - [Vue.js](https://github.com/vuejs/vue) _(label: good first issue)_ <br> The Progressive JavaScript Framework.
 - [VuePress](https://github.com/vuejs/vuepress) _(label: good first issue)_ <br> Minimalistic Vue-powered static site generator
 - [webdriver.io](https://github.com/webdriverio/webdriverio) _(label: first-timers-only)_ <br> Next-gen browser and mobile automation test framework for Node.js
-- [Yarn](https://github.com/yarnpkg/yarn) _(label: good first issue)_ <br> Fast, reliable, and secure dependency management.
 
 ## JSON
 
@@ -232,9 +228,11 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [Hexagon](https://github.com/hexagonkt/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.
 - [OpenCalc](https://github.com/Darkempire78/OpenCalc) _(label: good first issue)_ <br> A simple and beautiful calculator for Android.
+- [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!
 
 ## Markdown
 
+- [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
@@ -248,6 +246,7 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 ## PHP
 
 - [Appwrite](https://github.com/appwrite/appwrite) _(label: good first issue)_ <br> An End-to-end backend server for frontend and mobile developers. 🚀
+- [CodeIgniter](https://github.com/codeigniter4/CodeIgniter4) _(label: good first issue)_ <br> A lightweight, fast PHP framework, it is easy to install and perfect for learning MVC architecture.
 - [Deployer](https://github.com/deployphp/deployer) _(label: good-for-beginner)_ <br> A deployment tool written in PHP with support for popular frameworks out of the box.
 - [Drupal](https://www.drupal.org/getting-involved-guide) _(label: n/a)_ <br> Leading open-source CMS for ambitious digital experiences that reach your audience across multiple channels.
 - [Flarum](https://github.com/flarum/core) _(label: Good-first-issue)_ <br> Simple forum software for building great communities.
@@ -270,15 +269,16 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 
 - [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.
 - [Ansible](https://github.com/ansible/ansible) _(label: easyfix)_ <br> A simple IT automation platform
-- [ArviZ](https://github.com/arviz-devs/arviz) _(label: Beginner)_ <br> Exploratory Anaylsis of Bayesian Models.
+- [ArviZ](https://github.com/arviz-devs/arviz) _(label: Beginner)_ <br> Exploratory Analysis of Bayesian Models.
 - [Bokeh](https://github.com/bokeh/bokeh) _(label: good first issue)_ <br> Bokeh is an interactive visualization library for modern web browsers.
 - [BorgBackup](https://github.com/borgbackup/borg) _(label: easy)_ <br> Deduplicating backup program with compression and authenticated encryption.
 - [CiviWiki](https://github.com/CiviWiki/OpenCiviWiki) _(label: good first issue)_ <br> Building a Better Democracy for the Internet Age
-- [coala](https://github.com/coala/coala) _(label: n/a)_ <br> A unified command-line interface for linting and fixing all your code, regardless of the programming languages you use.
 - [Colossal-AI](https://github.com/hpcaitech/ColossalAI) _(label: good first issue)_ <br> An open-source deep learning system for large-scale model training and inference with high efficiency and low cost.
 - [cookiecutter](https://github.com/cookiecutter/cookiecutter) _(label: good first issue)_ <br> A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
 - [datascience](https://github.com/data-8/datascience) _(label: good first issue)_ <br> A Jupyter notebook Python library for introductory data science.
+- [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.
 - [django cookiecutter](https://github.com/pydanny/cookiecutter-django) _(label: hacktoberfest)_ <br> An implementation of Python for backend web development.
+- [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.
 - [Embedchain](https://github.com/embedchain/embedchain/) _(label: good first issue)_ <br> Embedchain is a framework to easily create LLM powered bots over any dataset.
 - [Fabric](https://github.com/fabric/fabric) _(label: Low-hanging-fruit)_ <br> Pythonic remote execution and deployment.
 - [FastAPI](https://github.com/tiangolo/fastapi) _(label: good first issue)_ <br> A modern, fast (high-performance) web framework for building APIs with Python 3.6+ based on standard Python type hints.
@@ -292,23 +292,21 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [MindsDB](https://github.com/mindsdb/mindsdb) _(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> An optional static typing for python.
+- [mypy](https://github.com/python/mypy) _(label: good first issue)_ <br> Optional static typing for Python.
 - [OMRChecker](https://github.com/Udayraj123/OMRChecker) _(label: good first issue)_ <br> OMRChecker helps to grade exams fast and accurately using a scanner 🖨 or your phone 🤳. Learn image processing with Python and OpenCV while contributing to one of the most popular repositories related to OMR topic on github.
 - [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.
 - [opsdroid](https://github.com/opsdroid/opsdroid) _(label: good first issue)_ <br> An open source chat-ops bot framework.
 - [pandas](https://github.com/pandas-dev/pandas) _(label: good first issue)_ <br> Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
+- [PyMC](https://github.com/pymc-devs/pymc) _(label: beginner friendly)_ <br> A Python library for Bayesian statistical modeling and probabilistic machine learning. Beginner-friendly with 'good first issue' labels.
 - [Pytest](https://github.com/pytest-dev/pytest) _(label: status:-easy)_ <br> The pytest framework makes it easy to write small tests, yet scales to support complex functional testing.
 - [Python Babel](https://github.com/python-babel/babel) _(label: difficulty/low)_ <br> The Python Internationalization Library.
-- [pythonping](https://github.com/alessandromaggio/pythonping) _(label: good first issue)_ <br> PythonPing is a simple library to execute ICMP pings natively in Python without resorting to spawning a shell.
 - [Pytorch](https://github.com/pytorch/pytorch) _(label: good first issue)_ <br> PyTorch is an open source machine learning library based on the Torch library, used for applications such as computer vision and natural language processing.
 - [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.
-- [Sorting-Algorithms-Visualizer](https://github.com/LucasPilla/Sorting-Algorithms-Visualizer) _(label: good first issue)_ <br> A tool for visualizing sorting algorithms with a educational Wiki Page.
 - [SuperDuperDB](https://github.com/SuperDuperDB/superduperdb) _(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.
-- [tree-sitter-legesher-python](https://github.com/legesher/tree-sitter-legesher-python) _(label: Good-First-Issue)_ <br> Learn and code in Python using your native language.
 - [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.
 
@@ -318,7 +316,6 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [bolt](https://github.com/puppetlabs/bolt) _(label: Beginner-Friendly)_ <br> Bolt is a Ruby command-line tool for executing commands, scripts, and tasks on remote systems using SSH and WinRM.
 - [chatwoot](https://github.com/chatwoot/chatwoot) _(label: good first issue)_ <br> Opensource customer support platform which can be an alternative to Intercom, Zendesk, Drift, Crisp etc.
 - [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
-- [Faker](https://github.com/faker-ruby/faker) _(label: good first issue)_ <br> Faker is a Ruby library for generating fake data such as names, addresses, and phone numbers.
 - [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.
@@ -335,15 +332,17 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 - [a-b-street](https://github.com/a-b-street/abstreet) _(label: good first issue)_ <br> Transportation planning and traffic simulation software for creating cities friendlier to walking, biking, and public transit.
 - [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.
-- [Iron](https://github.com/iron/iron) _(label: easy)_ <br> An extensible, concurrent web framework 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/ockam-network/ockam) _(label: good first issue)_ <br> End-to-end encryption and mutual authentication for distributed applications.
+- [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
 - [Rustfmt](https://github.com/rust-lang-nursery/rustfmt) _(label: good first issue)_ <br> A tool for formatting Rust code according to style guidelines.
 - [Servo](https://github.com/servo/servo) _(label: E-easy)_ <br> A browser engine designed for applications including embedded use.
 - [Sniffnet](https://github.com/GyulyVGC/sniffnet) _(label: good first issue)_ <br> Application to comfortably monitor network traffic.
+- [TensorZero](https://github.com/tensorzero/tensorzero) _(label: good-first-issue)_ <br> TensorZero creates a feedback loop for optimizing LLM applications — turning production data into smarter, faster, and cheaper models.
 - [TiKV](https://github.com/tikv/tikv) _(label: difficulty/easy)_ <br> A distributed transactional key-value database
-- [Veloren](https://gitlab.com/veloren/veloren/-/issues?label_name[]=beginner) _(label: n/a)_ <br> Veloren is a multiplayer voxel RPG written in Rust.
+- [Veloren](https://gitlab.com/veloren/veloren) _(label: n/a)_ <br> Veloren is a multiplayer voxel RPG written in Rust.
 - [zoom-rs](https://github.com/security-union/zoom-rs) _(label: good first issue)_ <br> Teleconference system with a web based user interface written in Rust
 
 ## Scala
@@ -363,19 +362,25 @@ If you are not a programmer but would like to contribute, check out the [Awesome
 
 - [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.
+- [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.
+- [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.
 - [Graphback](https://github.com/aerogear/graphback) _(label: good first issue)_ <br> A CLI and runtime framework to generate a GraphQL API in seconds.
 - [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.
 - [Impler.io](https://github.com/implerhq/impler.io) _(label: good first issue)_ <br> 100% open source data import experience with readymade CSV & Excel import widget 🚀
+- [IterTools TS](https://github.com/Smoren/itertools-ts) _(label: good first issue)_ <br> Extended itertools port for TypeScript and JavaScript. Provides a huge set of functions for working with iterable collections (including async ones).
 - [LinksHub](https://github.com/rupali-codes/LinksHub) _(label: good first issue)_ <br> LinksHub aims to provide developers with access to a wide range of free resources and tools that they can use in their work.
 - [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> Manifestis an open-source Backend-as-a-Service allowign developers to create a backend easily and quickly.
-- [Node Efficientnet](https://github.com/ntedgi/node-efficientnet) _(label: good first issue)_ <br> EfficientNet Image Recognition model for Node JS ( written with tensorflow.js ).
+- [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
 - [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.
 - [reatom](https://github.com/artalar/reatom) _(label: good first issue)_ <br> Reatom is declarative and reactive state manager, designed for both simple and complex applications.
 - [Storybook JS](https://github.com/storybookjs/storybook) _(label: good first issue)_ <br> Storybook is a frontend workshop for building UI components and pages in isolation.
+- [supabase](https://github.com/supabase/supabase) _(label: good first issue)_ <br> The open source Firebase alternative. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.
 - [tinyhttp](https://github.com/talentlessguy/tinyhttp) _(label: good first issue)_ <br> A 0-legacy, tiny & fast web framework as a replacement of Express.
 - [TypeScript](https://github.com/Microsoft/TypeScript) _(label: good first issue)_ <br> A superset of JavaScript that compiles to clean JavaScript output.
 - [typescript-eslint](https://github.com/typescript-eslint/typescript-eslint) _(label: good first issue)_ <br> Monorepo for all the tooling which enables ESLint to support TypeScript.

data.json

@@ -30,15 +30,6 @@
             ],
             "description": "RawCMS is a headless CMS written in ASP.NET Core, built for developers that embrace API-first technology."
         },
-        {
-            "name": "Shouldly",
-            "link": "https://github.com/shouldly/shouldly",
-            "label": "Jump-In",
-            "technologies": [
-                ".NET"
-            ],
-            "description": "Should testing for .NET - the way Asserting Should be!"
-        },
         {
             "name": "grok.net",
             "link": "https://github.com/Marusyk/grok.net",
@@ -75,6 +66,15 @@
             ],
             "description": "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."
         },
+        {
+            "name": "Spectre.Console",
+            "link": "https://github.com/spectreconsole/spectre.console",
+            "label": "good first issue",
+            "technologies": [
+                "C#"
+            ],
+            "description": "A .NET library that makes it easier to create beautiful console applications."
+        },
         {
             "name": "electron",
             "link": "https://github.com/electron/electron",
@@ -160,12 +160,22 @@
         {
             "name": "Alda",
             "link": "https://github.com/alda-lang/alda",
-            "label": "low-hanging-fruit",
+            "label": "low-hanging fruit",
             "technologies": [
-                "Clojure"
+                "Go"
             ],
             "description": "A music programming language for musicians. 🎶"
         },
+        {
+            "name": "Metabase",
+            "link": "https://github.com/metabase/metabase",
+            "label": "good first issue",
+            "technologies": [
+                "Clojure",
+                "TypeScript"
+            ],
+            "description": "Open source business intelligence and analytics platform"
+        },
         {
             "name": "dart.dev",
             "link": "https://github.com/dart-lang/site-www",
@@ -256,12 +266,13 @@
         },
         {
             "name": "Mattermost",
-            "link": "https://github.com/mattermost/mattermost-server/issues?utf8=✓&q=is:open+label:\"Up+For+Grabs\"+label:\"Difficulty/1:Easy\"+label:\"Tech/Go\"",
+	    "link": "https://github.com/mattermost/mattermost",
+	    "label": "Good First Issue, Difficulty/1:Easy",
             "technologies": [
                 "Go",
                 "JavaScript"
             ],
-            "description": "Open source Slack-alternative in Golang and React"
+            "description": "Open source Slack-alternative in Golang and React<br>Look for issues labelled 'Up For Grabs'"
         },
         {
             "name": "Moby",
@@ -284,7 +295,7 @@
         {
             "name": "TiDB",
             "link": "https://github.com/pingcap/tidb",
-            "label": "for-new-contributors",
+            "label": "good first issue",
             "technologies": [
                 "Go"
             ],
@@ -299,24 +310,6 @@
             ],
             "description": "A Go library for doing the kind of tasks that shell scripts are good at: reading files, executing subprocesses, counting lines, matching strings, and so on. Beginners are very welcome and will get detailed code review and help through the PR process."
         },
-        {
-            "name": "httpexpect",
-            "link": "https://github.com/gavv/httpexpect",
-            "label": "help-wanted",
-            "technologies": [
-                "Go"
-            ],
-            "description": "End-to-end HTTP and REST API testing for Go."
-        },
-        {
-            "name": "Killgrave",
-            "link": "https://github.com/friendsofgo/killgrave",
-            "label": "good first issue",
-            "technologies": [
-                "Go"
-            ],
-            "description": "Simple way to generate mock servers in Go."
-        },
         {
             "name": "lxd",
             "link": "https://github.com/lxc/lxd",
@@ -328,7 +321,7 @@
         },
         {
             "name": "PureLB",
-            "link": "https://gitlab.com/purelb/purelb/-/issues?label_name[]=GoodFirstIssue",
+            "link": "https://gitlab.com/purelb/purelb",
             "technologies": [
                 "Go"
             ],
@@ -408,11 +401,12 @@
         },
         {
             "name": "XWiki",
-            "link": "https://jira.xwiki.org/issues/?jql=labels-%3D-Onboarding",
+            "link": "https://jira.xwiki.org/issues",
+	    "label": "onboarding",
             "technologies": [
                 "Java"
             ],
-            "description": "XWiki is a free wiki software platform written in Java with a design emphasis on extensibility. Beginners should follow the onboarding wiki."
+            "description": "XWiki is a free wiki software platform written in Java with a design emphasis on extensibility. Beginners should follow the [onboarding wiki](http://dev.xwiki.org/xwiki/bin/view/Onboarding/)."
         },
         {
             "name": "zerocode",
@@ -423,15 +417,6 @@
             ],
             "description": "API Automation without coding, easy JSON response assertions, Testing REST, SOAP, Kafka and Java/DB APIs, CI/Jenkins Friendly."
         },
-        {
-            "name": "Images-to-PDF",
-            "link": "https://github.com/Swati4star/Images-to-PDF",
-            "label": "good first issue",
-            "technologies": [
-                "Java"
-            ],
-            "description": "An android app to convert images to PDF file."
-        },
         {
             "name": "Trino (formerly Presto SQL)",
             "link": "https://github.com/trinodb/trino",
@@ -480,7 +465,7 @@
         {
             "name": "iD",
             "link": "https://github.com/openstreetmap/iD",
-            "label": "good first issue",
+            "label": "new contributor opportunity",
             "technologies": [
                 "JavaScript"
             ],
@@ -531,15 +516,6 @@
             ],
             "description": "A fully pluggable tool for identifying and reporting on patterns in JavaScript."
         },
-        {
-            "name": "Tessel 2 CLI",
-            "link": "https://github.com/tessel/t2-cli",
-            "label": "contribution-starter",
-            "technologies": [
-                "JavaScript"
-            ],
-            "description": "Command line interface to Tessel 2."
-        },
         {
             "name": "Ember.js",
             "link": "https://github.com/emberjs/ember.js",
@@ -585,15 +561,6 @@
             ],
             "description": "Awesome ESLint rules."
         },
-        {
-            "name": "Hyper",
-            "link": "https://github.com/zeit/hyper",
-            "label": "good first issue",
-            "technologies": [
-                "JavaScript"
-            ],
-            "description": "JS/HTML/CSS Terminal"
-        },
         {
             "name": "API-pull-with-JavaScript",
             "link": "https://github.com/AliBasboga/APIExampleWithExpress.git",
@@ -621,6 +588,16 @@
             ],
             "description": "A lightweight JavaScript date library for parsing, validating, manipulating, and formatting dates."
         },
+	{
+            "name": "ImprovedTube",
+            "link": "https://github.com/code-charity/youtube",
+            "label": "good first issue",
+            "technologies": [
+                "JavaScript",
+		"CSS"
+            ],
+            "description": "A powerful but lightweight extension, to enrich your video experience & enable your content selection."	
+	},
         {
             "name": "serverless",
             "link": "https://github.com/serverless/serverless",
@@ -658,11 +635,12 @@
             "description": "React framework with server render for blazing fast page load and seamless transitions between pages in the browser."
         },
         {
-            "name": "Yarn",
-            "link": "https://github.com/yarnpkg/yarn",
+            "name": "Berry - Active development trunk for Yarn",
+            "link": "https://github.com/yarnpkg/berry",
             "label": "good first issue",
             "technologies": [
-                "JavaScript"
+                "JavaScript",
+		"TypeScript"
             ],
             "description": "Fast, reliable, and secure dependency management."
         },
@@ -677,22 +655,13 @@
         },
         {
             "name": "Next.js",
-            "link": "https://github.com/zeit/next.js",
+            "link": "https://github.com/vercel/next.js",
             "label": "good first issue",
             "technologies": [
                 "JavaScript"
             ],
             "description": "A minimalistic framework for universal server-rendered React applications"
         },
-        {
-            "name": "Semantic-UI-React",
-            "link": "https://github.com/Semantic-Org/Semantic-UI-React",
-            "label": "good first issue",
-            "technologies": [
-                "JavaScript"
-            ],
-            "description": "The official React integration for Semantic UI."
-        },
         {
             "name": "Botpress",
             "link": "https://github.com/botpress/botpress",
@@ -821,7 +790,7 @@
         },
         {
             "name": "material-ui",
-            "link": "https://github.com/mui-org/material-ui",
+            "link": "https://github.com/mui/material-ui",
             "label": "good first issue",
             "technologies": [
                 "JavaScript"
@@ -909,24 +878,6 @@
             ],
             "description": "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."
         },
-        {
-            "name": "SirixDB",
-            "link": "https://github.com/sirixdb/sirix-svelte-front-end",
-            "label": "good first issue",
-            "technologies": [
-                "JavaScript"
-            ],
-            "description": "A Svelte/Sapper based web front-end for SirixDB, which is a versioned NoSQL document store (XML and JSON) written in Java."
-        },
-        {
-            "name": "json-editor",
-            "link": "https://github.com/json-editor/json-editor",
-            "label": "good first issue",
-            "technologies": [
-                "JavaScript"
-            ],
-            "description": "JSON Schema Based Editor. JSON Editor takes a JSON Schema and uses it to generate an HTML form. It has full support for JSON Schema version 3 and 4 and can integrate with several popular CSS frameworks (bootstrap, spectre, tailwind)."
-        },
         {
             "name": "Habitica",
             "link": "https://github.com/HabitRPG/habitica",
@@ -938,12 +889,12 @@
         },
         {
             "name": "reactjs.org",
-            "link": "https://github.com/reactjs/reactjs.org",
+            "link": "https://github.com/reactjs/react.dev",
             "label": "good first issue",
             "technologies": [
                 "JavaScript"
             ],
-            "description": "The documenation website for reactjs"
+            "description": "The documentation website for reactjs"
         },
         {
             "name": "Vest",
@@ -1001,7 +952,7 @@
         },
         {
             "name": "Vue Router",
-            "link": "https://github.com/vuejs/vue-router",
+            "link": "https://github.com/vuejs/router",
             "label": "good first issue",
             "technologies": [
                 "JavaScript"
@@ -1080,6 +1031,16 @@
             ],
             "description": "Component framework that runs at build time, converting your components into highly efficient imperative code that surgically updates the DOM."
         },
+        {
+            "name": "Devopness",
+            "link": "https://github.com/devopness/devopness",
+            "label": "good first issue",
+            "technologies": [
+                "Python",
+                "TypeScript"
+            ],
+            "description": "Deploy any software to any cloud: automated DevOps workflows to save software teams time and money."
+        },
         {
             "name": "Julia Language: Help wanted",
             "link": "https://github.com/JuliaLang/julia",
@@ -1125,6 +1086,15 @@
             ],
             "description": "A microservices toolkit written in Kotlin"
         },
+        {
+            "name": "Scribe-Android",
+            "link": "https://github.com/scribe-org/Scribe-Android",
+            "label": "good first issue",
+            "technologies": [
+                "Kotlin"
+            ],
+            "description": "Android keyboards for language learners with translation, verb conjugation and more!"
+        },
         {
             "name": "Non-Blocking SirixDB HTTP(S)-Server",
             "link": "https://github.com/sirixdb/sirix",
@@ -1143,6 +1113,16 @@
             ],
             "description": "Collaborative cheatsheets for console commands."
         },
+        {
+            "name": "The Odin Project Curriculum",
+            "link": "https://github.com/TheOdinProject/curriculum",
+            "label": "See Description",
+            "technologies": [
+                "Markdown",
+                "JavaScript"
+            ],
+            "description": "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."
+        },
         {
             "name": "Ravada",
             "link": "https://github.com/UPC/ravada",
@@ -1214,6 +1194,15 @@
             ],
             "description": "Symfony is a PHP framework for web applications and a set of reusable PHP components."
         },
+        {
+            "name": "CodeIgniter",
+            "link": "https://github.com/codeigniter4/CodeIgniter4",
+            "label": "good first issue",
+            "technologies": [
+                "PHP"
+            ],
+            "description": "A lightweight, fast PHP framework, it is easy to install and perfect for learning MVC architecture."
+        },
         {
             "name": "Laravel Newsletters",
             "link": "https://github.com/spatie/laravel-newsletter",
@@ -1276,6 +1265,15 @@
             ],
             "description": "The free and open-source wiki software package that powers Wikipedia."
         },
+        {
+            "name": "PyMC",
+            "link": "https://github.com/pymc-devs/pymc",
+            "label": "beginner friendly",
+            "technologies": [
+                "Python"
+            ],
+            "description": "A Python library for Bayesian statistical modeling and probabilistic machine learning. Beginner-friendly with 'good first issue' labels."
+        },
         {
             "name": "CiviWiki",
             "link": "https://github.com/CiviWiki/OpenCiviWiki",
@@ -1330,14 +1328,6 @@
             ],
             "description": "An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers"
         },
-        {
-            "name": "coala",
-            "link": "https://github.com/coala/coala",
-            "technologies": [
-                "Python"
-            ],
-            "description": "A unified command-line interface for linting and fixing all your code, regardless of the programming languages you use."
-        },
         {
             "name": "jarvis",
             "link": "https://github.com/sukeesh/Jarvis",
@@ -1455,15 +1445,6 @@
             ],
             "description": "The webservice for gpodder.net, a libre web service that allows users to manage their podcast subscriptions and discover new content."
         },
-        {
-            "name": "tree-sitter-legesher-python",
-            "link": "https://github.com/legesher/tree-sitter-legesher-python",
-            "label": "Good-First-Issue",
-            "technologies": [
-                "Python"
-            ],
-            "description": "Learn and code in Python using your native language."
-        },
         {
             "name": "mypy",
             "link": "https://github.com/python/mypy",
@@ -1471,7 +1452,7 @@
             "technologies": [
                 "Python"
             ],
-            "description": "An optional static typing for python."
+            "description": "Optional static typing for Python."
         },
         {
             "name": "matplotlib",
@@ -1498,7 +1479,7 @@
             "technologies": [
                 "Python"
             ],
-            "description": "Exploratory Anaylsis of Bayesian Models."
+            "description": "Exploratory Analysis of Bayesian Models."
         },
         {
             "name": "MindsDB",
@@ -1509,6 +1490,16 @@
             ],
             "description": "MindsDB is an open source AI layer for existing databases."
         },
+        {
+            "name": "DocsGPT",
+            "link": "https://github.com/arc53/DocsGPT",
+            "label": "good first issue",
+            "technologies": [
+                "Python",
+                "TypeScript"
+            ],
+            "description": "Open-source RAG assistant that helps users get reliable answers from knowledge sources while avoiding hallucinations."
+        },
         {
             "name": "Bokeh",
             "link": "https://github.com/bokeh/bokeh",
@@ -1536,15 +1527,6 @@
             ],
             "description": "PyTorch is an open source machine learning library based on the Torch library, used for applications such as computer vision and natural language processing."
         },
-        {
-            "name": "Sorting-Algorithms-Visualizer",
-            "link": "https://github.com/LucasPilla/Sorting-Algorithms-Visualizer",
-            "label": "good first issue",
-            "technologies": [
-                "Python"
-            ],
-            "description": "A tool for visualizing sorting algorithms with a educational Wiki Page."
-        },
         {
             "name": "scikit-learn",
             "link": "https://github.com/scikit-learn/scikit-learn",
@@ -1681,13 +1663,13 @@
             "description": "Ruby on Rails (Rails) is an open source web application framework written in Ruby."
         },
         {
-            "name": "Faker",
-            "link": "https://github.com/faker-ruby/faker",
+            "name": "Pyrefly",
+            "link": "https://github.com/facebook/pyrefly",
             "label": "good first issue",
             "technologies": [
-                "Ruby"
+                "Rust"
             ],
-            "description": "Faker is a Ruby library for generating fake data such as names, addresses, and phone numbers."
+            "description": "A fast Python typechecker and IDE written in Rust."
         },
         {
             "name": "Servo",
@@ -1716,14 +1698,14 @@
             ],
             "description": "A tool for formatting Rust code according to style guidelines."
         },
-        {
-            "name": "Iron",
-            "link": "https://github.com/iron/iron",
-            "label": "easy",
+	{
+            "name": "TensorZero",
+            "link": "https://github.com/tensorzero/tensorzero",
+            "label": "good-first-issue",
             "technologies": [
                 "Rust"
             ],
-            "description": "An extensible, concurrent web framework for Rust"
+            "description": "TensorZero creates a feedback loop for optimizing LLM applications — turning production data into smarter, faster, and cheaper models."
         },
         {
             "name": "TiKV",
@@ -1763,7 +1745,7 @@
         },
         {
             "name": "Veloren",
-            "link": "https://gitlab.com/veloren/veloren/-/issues?label_name[]=beginner",
+            "link": "https://gitlab.com/veloren/veloren",
             "technologies": [
                 "Rust"
             ],
@@ -1931,15 +1913,6 @@
             ],
             "description": "Amplication is an open-source development tool. It helps you develop quality Node.js applications without spending time on repetitive coding tasks."
         },
-        {
-            "name": "pythonping",
-            "link": "https://github.com/alessandromaggio/pythonping",
-            "label": "good first issue",
-            "technologies": [
-                "Python"
-            ],
-            "description": "PythonPing is a simple library to execute ICMP pings natively in Python without resorting to spawning a shell."
-        },
         {
             "name": "flutter",
             "link": "https://github.com/flutter/flutter",
@@ -1995,15 +1968,6 @@
             ],
             "description": "Sample AI Apps built with H2O Wave."
         },
-        {
-            "name": "Node Efficientnet",
-            "link": "https://github.com/ntedgi/node-efficientnet",
-            "label": "good first issue",
-            "technologies": [
-                "TypeScript"
-            ],
-            "description": "EfficientNet Image Recognition model for Node JS ( written with tensorflow.js )."
-        },
         {
             "name": "OpenMetadata",
             "link": "https://github.com/open-metadata/OpenMetadata",
@@ -2068,7 +2032,7 @@
             "technologies": [
                 "JavaScript"
             ],
-            "description": "A open source react native app iOS and android for color palette management"
+            "description": "An open source react native app iOS and android for color palette management"
         },
         {
             "name": "QuestDB",
@@ -2102,7 +2066,7 @@
         },
         {
             "name": "Exosphere",
-            "link": "https://gitlab.com/exosphere/exosphere/-/issues/?label_name[]=Good%20First%20Issue",
+            "link": "https://gitlab.com/exosphere/exosphere",
             "label": "Good First Issue",
             "technologies": [
                 "Elm",
@@ -2110,6 +2074,15 @@
             ],
             "description": "Exosphere is a user-friendly client interface for OpenStack-based cloud systems."
         },
+        {
+            "name": "IterTools TS",
+            "link": "https://github.com/Smoren/itertools-ts",
+            "label": "good first issue",
+            "technologies": [
+                "TypeScript"
+            ],
+            "description": "Extended itertools port for TypeScript and JavaScript. Provides a huge set of functions for working with iterable collections (including async ones)."
+        },
         {
             "name": "Harmony",
             "link": "https://github.com/harmonydata/harmony",
@@ -2162,7 +2135,7 @@
             "link": "https://github.com/mnfst/manifest",
             "label": "good first issue",
             "technologies": ["TypeScript"],
-            "description": "Manifestis an open-source Backend-as-a-Service allowign developers to create a backend easily and quickly."
+            "description": "Manifest is an open-source Backend-as-a-Service allowing developers to create a backend easily and quickly."
         },
         {
             "name": "grommet",
@@ -2173,13 +2146,6 @@
             ],
             "description": "a react-based framework that provides accessibility, modularity, responsiveness, and theming in a tidy package"
         },
-        {
-            "name": "Todo List App",
-            "link": "https://github.com/pixelledbot/todo-list-app",
-            "label": "good-first-issue",
-            "technologies": ["JavaScript"],
-            "description": "A simple todo list app built with HTML, CSS, and JavaScript. Features include adding, completing, deleting tasks, and persistent storage using localStorage."
-        },
         {
             "name": "Rawsec Cybersecurity Inventory",
             "link": "https://gitlab.com/rawsec/rawsec-cybersecurity-list",
@@ -2187,7 +2153,7 @@
             "technologies": [
                 "JavaScript",
                 "JSON",
-	              "Pug"
+	        "Pug"
             ],
             "description": "An inventory of tools and resources that aims to help people to find everything related to CyberSecurity."
         },
@@ -2199,7 +2165,16 @@
                 "Rust"
             ],
             "description": "Teleconference system with a web based user interface written in Rust"
-	      },
+	},
+	{
+	    "name": "Catima - Android App",
+	    "link": "https://github.com/CatimaLoyalty/Android",
+	    "label": "good first issue",
+	    "technologies": [
+		    "Java"
+	    ],
+	    "description": "Catima, a Loyalty Card & Ticket Manager for Android"
+	},
         {
             "name": "FastAPI",
             "link": "https://github.com/tiangolo/fastapi",
@@ -2208,7 +2183,23 @@
                 "Python"
             ],
             "description": "A modern, fast (high-performance) web framework for building APIs with Python 3.6+ based on standard Python type hints."
+        },
+	{
+            "name": "Readest",
+            "link": "https://github.com/readest/readest",
+            "label": "good first issue",
+            "technologies": [
+                "Rust",
+		"TypeScript"
+            ],
+            "description": "A modern, feature-rich ebook reader designed for avid readers offering seamless cross-platform access, powerful tools, and an intuitive interface."
+        },
+	{
+            "name": "supabase",
+            "link": "https://github.com/supabase/supabase",
+            "label": "good first issue",
+            "technologies": ["TypeScript"],
+            "description": "The open source Firebase alternative. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications."
         }
     ]
-          
 }